Today I'm working on the RATS settlement scene and MoTS Scene, I started drawing the Map that player's will use to access the different locations in the game (i don't know the art style i'll use for the map so I'm currently experimenting), and started work on the third floor where the stands for the famous and influential people from those location will be housed


Today I will be adding more information to Mrs.Hardwick's professional vector database through information such as youtube videos


today, I will be finishing the questions that will further assist the data collection of the financial model, and if I get the responses today, I will be putting the dataset in Hugging Face and then training the model


today I’m going to focus more on my unity, last time I was working on my course, my computer died and nothing saved so I have to make up the work I lost.


Today I am going to work on my readiness model today.


"Still trying to connect resend to my domain and i'm working on twilio to integrate the number."


today i’m working on my api and training it more


Today I worked on the art for the posters inside of the game I’m working on with Zach, Christa, and Koven


Today I will be using code monkey to see how to setup the lobby game logic to my 3 Tvs, and adding in placeholders for the type of objects ill add to the game


today I presented an new charger for my laptop, it just stoped working for an unknown reason. I’m going to find a way to generate data on my phone


Today I worked on figuring the functionality of my email generation model.


today I worked on the PowerPoint again and adding some things me and Jalisa thought about it’s been going well. I feel like we will be able to present it soon


today i will uploading more data for the entrepreneur dataset, the model seems to be understanding it more


Today I plan on visualizing one of my ideas ontop of doing some commissioned work.


today I plan to make sure my data in supabase matches and is syncing with the data put on the website


today I have homework from a few classes but since some isnt due until Tuesday I’ll do some now & the rest another day. In the midst of deciding what to do w lovable ive still created extended props catering to the exact demands of like to be changed for the site & I’ll still try to change the UI how I can. I also came up with another idea relating to women health, I’ll brainstorm on that a little later as well as jumping back onto my personal ai agent project


Today I’m trying out this URL I created from my Huggingface API that scores the inputs for Entrepreneurial Readiness and uses summarization of the score and gives advice at the same time too make it more simple, currently I’m fixing how it’s outputting the score because it will just give a 0 for any input I give and doesn’t summarizes the score. The API itself works but I just need to fix some backend logic for the API. Last night I worked on more labeling on the Dataset but today going to try out this GPT I found on chat for the inputs on a separate dataset and compare the two. Then also Id organizined some updates to my F1 Dashboard on new data that I could implement on Framer but I need to collect them today then work on creating some graph components tonight. My goal today is to update the Two Models I did with more data to increase performance and collect new F1 data for my Dashboard.


Today I will continue to work on the sponsorship for the Ferrari F1 car. I’ve been having a issue with the scale of the textures, so this is something I will also look into today.


Today I'm working on exponent functionality and more specifically "pairing" math elements together.


Today I will continue working on updating the vector database with sites such as CSI Companies


today I will be retraining for he griot story identifier model and will also be working on the griot transcript summarizer model as well


Today I'm working on refining my audio balancing. I ended up accidentally making techno (I think), so I'm working on adding counter melodies and layering all the elements I currently have so I can have more audio to balance.


Today i will be doing work for BGiBR and trying to fix that model im having some errors hopefully i will get it fixed by today


Today i will be working on my game, ill be added level 3 to the game this means more enemies and a new level set up, this new level will allow you to change your ship and pick what type of ship you want


Today I worked on fixing UI issues with the BGBR website inside of codespaces and worked on the ad graphic for BGBR(Playing with 3D models in cinema 4D to be exact)


Today I’m going to keep working on the Lovable PowerPoint and make sure it’s coming together. I also want to go back to my ChatGPT PowerPoint, add some extra details, and make it look a little better before moving forward.


Today I went back through lovable and updated my client schedule as their schedule hours will be decreasing and today or I will also go back into Google colab and get that dataset We did on zoom into hugging face


Today I will be trying to organize my data for my sentiment-analysis model


Today I am still working on collecting image data and labeling it for the emotions dataset. I also have a lot of homework to do today.


Today i am going to fully lock in on redeploying the two rag apis under a reserved VM deployment type that way the api's are always up i also will begin working on creating an api and application for the financial readyness model


Today I will be working on bug fixes with netcode to fix the logic error I'm having on the clients side then continue working on the lobby game logic


Today I am continuing my work to collect data for my personal project model. I am also going to start fleshing out a possible app idea my Mom gave me inspiration for


Today I'll be continuing working on my blender scene, I'd like to focus on working on the scenes camera, and improving the presentation of the water


today I'm working on the layout for the horror game I'm making for someone, I will also be trying to add their ghost into it.


today i'm gonna make sure my data set gets on hugging face but i also wanna work more on my unity project so i'm gonna try and do both today


Today, I am going back to working on my character model and updating the model.


Today I checked in on the graphics for Mrs.Hardwicks social media post. I’m also adding the final projects into the my village progress google sheet.


Today I’m working towards my model using a web address.


"Today i want to research more about parameter and fully understand how it's used in machine learning."


Today I worked on finalizing hosting options for the BGITBR chatbot with cost in mind for the client. The *cheapest option* is to host the model on CPU-only using Replit or Render. This would keep the monthly cost very low, around $7–$20, with no additional GPU usage fees. The tradeoff is slower response times, around 2–6 seconds per reply, and it wouldn’t handle high traffic well. Still, this setup is perfectly fine for the early stage of the project while traffic is uncertain. Later, if usage increases and faster responses are needed, we can upgrade the backend to a GPU provider without changing the way my partner’s RAG system connects. This plan allows us to launch affordably now and keep expenses minimal for the client while leaving room to scale when necessary.


Today I am going to finishing my model hopefully by today or tomorrow with some little bit of help.


Today I'm working on the RATS Settlement and MoTS Scenes, I work more on the button functions and getting the scene loading to work upon button press. I'm still designing the outside of the hall and started creating the pathways around the settlement


today I worked on continuing on that ChatGPT and lovable PowerPoint and it’s going well


today i am compiling all my data to my hugging face model and start working on the kinks for it as well, such as the needed files, and connection to the space


Today i’m continuing to work on solving python problems using conditional statements, input commands, f-strings, and arithmetic operations.


Today I’m working on the RATS Settlement scene and on my Entrepreneurial Readiness dataset, today i'm cleaning up the sample data excel file and adding more data to it and re-uploading it to my dataset in Hugging Face and I'm adding the finishing touches on the central hall exterior and i'm starting to build the rest of the buildings in the settlement


Today I will be going over my resume and updating it because UNF has a tech networking night coming up and I want to impress. I will also be working on sub models for the griot agent and more sub models for the entrepreneurial readiness model


Today I'm going to make an attempt at a unity scene idea I had in my head. Still testing the limits of my ablitities.


Today i will be most likely do BGIBR work


Today will finish writing my schedule for the project due next week, I have some other community/school projects and events that conflicted with it .After this I will continue working on my F1 car.


Today, I will be extensively researching different model types (linear models, decision trees, ensemble methods, deep learning, etc.) so I can clearly understand the pros/cons of each. My focus will be on how these model families might apply to predicting financial readiness. By the end of today, I plan to have a clear decision on which algorithm type I’ll commit to training (Random Forest Regressor which is ensemble is my current front-runner, but I want to confirm this with research). I will also be joining the bgibr contract call and working on a bit of that work.


Today I will be working to see what work needs to be done for Brown girls in the board room and how I can make some updates to the dataset without my work constantly not saving or errors occurring.


Today I'm working on my techno thing. I'm adding more layers to it so I can have more stuff to experiment with, and for overall quality of the music.


Today (Thursday)
Before 5:00 PM: AM check-in
School hours / after school (3:30–4:30): Anatomy project work
5:00–6:00 PM: Call (job)
6:00–8:00 PM: Work block → UI + prompts
Before 8:00 PM: PM check-in
After 8:00: Light English 4 notes or aeronautical prep
Friday
3:30–4:30 PM: Anatomy project push
6:00–8:00 PM: Work block → Actual wellness ui refinement

Saturday
9:00–12:00 PM: Two required check-ins (one early, one closer to noon)
12:30–1:30 PM: Aeronautical quiz prep
2:00–3:30 PM: Anatomy project polish
5:00–8:00 PM: To buy or not to buy (loveable) → brainstorm for wellness project + prompt making

Sunday
Morning (10–11 AM): English reading catch-up
1:00–3:00 PM: Anatomy project (get to 90–95% complete)
3:30–4:30 PM: Digital Info Tech intro work
5:00–8:00 PM: Coding/model slot → prompt creation + UI tweaks

Monday
Before 5:00 PM: AM check-in
3:30–5:00 PM: Aeronautical presentation prep + notes
5:00–6:00 PM: Call (job)
6:00–8:00 PM: Work block → Advancment
Before 8:00 PM: PM check-in

Tuesday
Before 5:00 PM: AM check-in
3:30–5:00 PM: Submit Anatomy project + review English notes
5:00–6:00 PM: Call (job)
6:00–8:00 PM: Work block → Application polish
Before 8:00 PM: PM check-in

Wednesday
Before 5:00 PM: AM check-in
Morning: Anatomy test review
After school (3:30–5:00 PM): Digital Info Tech pretest final push
5:00–6:00 PM: Call (job)
6:00–8:00 PM: Work block → Application refinement + UI tweaks
Before 8:00 PM: PM check-in


today i will be meeting with bgibr to discuss our plans moving forward as we are very close to completion. I also will be working on training the entrepreneurial readiness model and collecting data for the emotions dataset.


Daily Update:
• Worked 1 hour on the model today.
• Completed: [Google sheet entry’s ].
• In progress: [entrepreneurship model].
• Next step: [spend more time on model after today’s call].
On track and progressing steadily.


Today i started looking into other options for the syllabus parsing system. I want to make it simple but it seems having the syllabus parsed for the assignments and due dates won’t work correctly on every syllabus. I’ve tried using regex and a hybrid method but neither worked with my class syllabus.


today I’ve been working on the stuff from class with Mr king and having some major road blocks with the chat bot I’m making for the presentation


Today I will be creating more data for the entrepreneurial readiness model and will get more of an understanding of how regression works


Today i will be working on the model  running simple inference and text classification , also working on my game i added new ships and and colors. Goal for today is to add customizable  options  that you can use for your ship


Today, I will, in fact, clean up my dataset earlier than scheduled and whatever we're assigned to do for are call.


today im going to work on my bot along, does anyone know why the library's i download dont work? like it first i thought it was the wrong version of python but even after downgrading to 3.11 instead of 3.13 it didn't work.


today I will be finishing up training my model and putting it into hugging face. I think I have it in hugging face, but it’s not all the way trained in today. I’ll be working on training the rest of the rows.


Today I will continue to work on my lobby game logic, adding in profile pictures, usernames and the ready/unready buttons that will be linked to accounts once I make a sign in page


today, I’ll train the entrepreneurial readiness  LightGBM model on my labeled dataset, which I’ll push to my Hugging Face model repo; next, I’ll create a new Space (using the Gradio SDK), upload the required docs and finish the training


today i'm gonna be following the plan I made with chat gpt for my hugging face model


Today I am following my first few steps of my entrepreneurship readiness model.


Today, I worked on my horror game and gave the ghost a new design, and I’m starting to make zones for the ghost


Today I'm working on my website now that I have real data I can make the following ui adjustments and ui adjustments for mobile view as well


working on my landing site and also refining a website


I managed to fix the issue I had where my raycast object wasn't reading the ui elements properly. Happy about that. Got a good start with implementing exponents so will continue developing that and further expanding math element capabilities


today I work on getting a issue fixed with my data set it was getting hard for a moment but me and ChatGPT got this


Today I will be working on updating Mrs.Hardwick chatbot to include consulting inquiry requests


Today we are meeting with Ms. Hardwick to discuss the next steps in finishing her BGITBR and MFH projects


today I want to work on the underwater sections as well as try creating a stormy atmosphere to my ocean scene. I recently figured out adding random rotations to my camera and also would like to mess around with that more.


today i am working with ms.tia, i think it was to educate children.


Today I will be attending the focus group at fscj this morning. The goal is to gather data through accurate test subjects :dna:


Today I will be working on my ai model, erasing the unnamed values and replacing the model in hugging face. I will also continue working on the Ui for the lobby game logic on the board


Today I am uploading my fixed dataset to hugging face and starting to build my model training notebook in collab.


today i'm gonna work more on my entrepreneurial readiness model and i'm gonna keep following the schedule i made with chat gpt


Today I am working on finishing the chat gpt chat bot for our presentation


Today i will add more data to my financial dataset, edit the training args for the dataset and train the model


Today I will be adding data to the entrepreneurial readiness dataset since I need more in order to properly train a neural network model.


today im still deciding on the ui layout for my math game. once i figure it out im going to pay for lovable pro and do all the large advancements ive been waiting for, im excited to see how loveable will perform with certain props, especially the heavily detailed one.


today I’ll be fixing the run time error I encountered last session


Today I will work my my personal website, I was hoping to add a few new features like in affirmations reminder page, this means whenever somebody uses the website they can get daily affirmations or weekly affirmations to keep their spirits uplifted


Today I'm finishing the second part of my techno thing. First, I need a better lead-in to it; then, I might need to rework the entire section so it meshes better coming out and in of the main section. After all that, I'll do some more balancing and be done with it.


Today I’m meeting we a group so we can get the story for the horror games. Im trying to add while also making the game so i don’t have to backtrack later


Today I am working with Mrs.Leather’s to gather data at FSCJ for the math narrative project around math confidence


Today I will continue to brainstorm and figure out what it is I wish to do. I’m going to mainly focus on web game design and potentially reuse those sprites I found but I’m not all too sure yet


today I worked on the PowerPoint and more stuff to it and trying to make sure everything is correct


Today I will be trying to make a model that will turn transcripts into JSON objects


today I'm working more on my scene as well as continuing work on my website


today I’m gonna use my tablet data to train my model using xgboost


today i will do some schoolwork and Do my BGIBR work today


today i am finishing up some data for a little project in google colab


Today I will continue to work on an ordered website creation tasks.


Today I will figure out how to set the buttons up on the lobby screen and add the code to detect players and allow joining of the first map scene


Continuing to update the overall look of my website. Currently working on the landing page layout then i’ll update the login/ registration pages


Today I am going back to working on my personal model. I plan to go through the same steps I laid out for the entrepreneurship readiness model and edit it the plan as needed.


Today I’m at work until 10:30 but once i’m home i plan to work on a few practice problems in my python course


today I’ll be retraining the entrepreneurial model from scratch since the last project had some flaws


Today I will be working on updating Mrs. Hardwick's professional database


Today I focused on continuing work on my entrepreneurship readiness model. I’ve been cleaning up and structuring the dataset so it can properly train, aiming to reach 1,000 lines of situational data for better accuracy. The main challenge I faced was making sure the data stays consistent and realistic instead of random or “wonky,” since that directly impacts how well the model performs. I also started planning to try AWS for the first time instead of relying on Hugging Face, which will give me experience running and hosting models in a new environment. For training, I’m going to experiment with XGBoost since it’s well-suited for tabular data and should work well with the entrepreneurship readiness dataset


today I’ll be working with a new Ai engineering course I’ve enrolled in


Today, I will split the dataset, add missing parameters, and run the first training.


today i will be doing school work  and checking out my model to see what i should do different or better


today I worked on the PowerPoint some more and taking some things off that wasn’t really making sense that wasn’t supposed to cover and make sure everything is correct


(sorry for the late check-in) Today i help work on the story for the game. The mini lore to the background of the character. Right now, I’m trying to make each ghost different and then I’ll have them tie to the objective that you need to complete.


today im still working on my website I think im gonna get help to see what the views look like for students and clients. And also check if there's changes that need to be made that I might've missed


im at the library, working on the schedule


Today im working In the library working on my schedule


today, I will be deciding if I should move forward with the entrepreneurial confidence index idea, or if I should use a pre-existing model from Hugging Face to get the confidence of the user.


I will be working on a new project with an emotion classifier model with transcripts. Once this model is done it will be implemented into the Griot Oracle Agent


Today I'm in person because I wont have time to join the call this evening. Other than that I have completed the Myvillage progress google sheet and I notified Mr.King about it. Now I am waiting for his approval and for my next task. I also will work a little on my model for tomorrow.


Today I will be going back to making a sentiment-analysis model, first working on creating data for it


Over the weekend I made some decent progress with creating some Datasets, I’m currently training a Classification Model(distilbert-base-uncased) that I finished yesterday but I need to make some critical changes to the Dataset. There seems to be an Imbalance with the Labels and also repetitive lines of Data I need to go in and edit out. I want to get that done soon as possible and I’m also going to test out another Model I saw as a Suggestion which is the (microsoft/deberta-v3-base) that has 81 million parameters and has a better accuracy than the one I’m training. But before I train that Model I need to fix my Dataset. For my F1 Dashboard I collected some New Race Data and Driver Data that I’m putting into the Dataset and updating the API I have for it. I want to add some Components throughout the week that I brainstormed over the weekend. My goal today is to fix the Dataset for my Classification Model, then updating my API with new Data.


Today I will be working on my Ai model for entrepreneurial readiness by spliting the dataset into Training and Evaluation then adding more rows of data, I will also work more on my lobby board logic since I keep running into bugs with every line of code I add ;-;


today I will be working on some homework from different classes. my college prep teacher is really emphasizing the college experience lol so we have 4 assignments due by Friday but it’s no big deal I’ll knock them out one by one each day. After I finish up with that stuff I’m going to hop on loveable, I think I’ll end up getting everything prepped & ready for my newest idea before getting to mymathhelper because I’m still back & forth with the site. I think I’m so on edge about it being perfect because once I finish up the design aspect there will be literally no reason for me not to deploy it & im kind of nervous about that


Today I plan on going back to the R&B type thing I showed before. I had plans to finish it at the time, but that was taken over by me and Isaiah's jazz collab. Now that I have the time, I'm planning on adding a second section to it so it's not just the same loop four times in a row with no variation.


Due to illness I will not be able to make today’s zoom call. I will be working on finishing my entrepreneurial readiness model and hugging face space application:


Continued working on the visual design of my website and i did a little bit more research on how i can make the syllabus parsing work


"Super late check in for yesterday but i organized my data to train my entrepreneurial readiness"


Today I’m focusing on project setup and gathering my initial dataset. My goals are to install the necessary libraries, create a clean project folder, and collect all my rows into a single CSV with consistent column names.


today i want to Create a clean repo + virtual environment; add  `.gitignore`, and basic `README`. Define the event schema (title, date, start/end time, venue, address, price, category, url, source, last_seen). Pick 3 starter sources (e.g., city calendar, library events, for my scraper bot


today i will do some school work and get with Ms. Hardwick about a release of hers


today i will be tweaking the parameters for the ER model and collecting face data for the emotion model validation split.


Today I'm working on my creating a Hugging Face Space for my entrepreneurial readiness model as well as finishing the API for it and putting it in a unity scene, I'm also redoing the map background to be more swampy (to convey that it's low level swampland with long coastlines)


Today I’m focusing on my school work and assignments that are due this week. I’m also planning to do more modeling and animation. Specifically to make the car turn on a mock circuit such as the Zandorvort.


today i'm going to keep following the daily schedule I made with chat gpt and i'm also gonna try and work some more on my unity project to make sure i don't fall behind on that


today i am working on improving my resnet18 emotion classification model's logs and am adding more data to my entrepreneurial dataset to retrain my model on


Today I worked on updating the *VENTURE* model map for ONYX by adding new micro-models: *M0a SalesSkills*, *M0b Confidence*, *M0c BusinessDifficulty*, and *M0d RiskLevel*. These all feed into the main *M0 Readiness* model, which then flows into the rest of the pipeline. I also clarified how each of these signals connects to downstream models like Feasibility, Revenue, Risk & Scalability, and Path Recommendation. The goal was to keep the design clean so the training code can handle the details while the pipeline stays modular and easy to scale. This update strengthens VENTURE’s core purpose of guiding users toward financial independence by making its readiness assessments and path recommendations more accurate and personalized. Next, I’ll finalize the JSONL schema to reflect the new sub-models, generate starter examples, and plan the migration of M0 off Hugging Face quotas to SageMaker Serverless while also preparing the updated outputs for integration into the website dashboard.


today I worked on my website and added a new schedule for the janitorial services website. I am making for my clients. They wanted me to update it to only move-in move out and weekly cleanings only and I did that because I finally have my 100 credits for the month.


today im working on my landing site and also doing labs and looking at certifications to work on now to build up my portfolio on LinkedIn and upwork


today I spent most of my day trying to get the chatbot for the PowerPoint to work and working on the lovable PowerPoint


"This is my model, and I’m proud of it because it makes predictions the way I would."


Today i was working we my model. I was struggling to get it trained with the different data everyone was using, but the data wasn’t the best so im trying to make a bunch of data for it. (im missing a few stats but i will get them in the next up)


Today I will be working on updating the professional vector database


Today, I'll test model accuracy, adjust parameters, and prepare dataset updates.


today i will be working om a new dataset and potentially will be working on something new im google colab to help my python skills.


Today I will be working on adding more data to my entrepreneurial readiness dataset so that the model produces better results.


Today I'm working on finding a way to flexibly create more levels for my math game


Today I'll work on getting a model trained for the entrepreneurship readiness dataset. I'll probably start by adding more lines of data, update my huggingface dataset, then figuring out how to make it functional.


Yesterday I fixed the Imbalance of my Dataset then trained the Griot Emotion Classifier Model with 100 lines of Labeled Data. Today I pushed the Model to hugging face after testing it out, currently I’m laying out next steps to improve the Model and the Dataset for better accuracy and scalability. I’m going to update the Dataset with more entries and create batches so that it’s manageable to edit if needed. Then review the microsoft/deberta-v3-base Model to see how the Dataset needs to be to train it off that. Today I’m also creating some components for the Frontend of my F1 Dashboard, I want to at least get most of the Frontend and Backend done this week so that I can shift focus on creating the Prediction Agent for it. My goal today is to create my Components for the Dashboard and also review my Dataset that In have and add more lines of Data.


today I will focus on getting my resume ready for a tech networking night UNF has coming up and I will also be working on my project for intern programming, which is a class I’m currently taking


Today I worked on my errors for my entrepreneur readiness model it took me a couple of trial and error to fix my problems with the model, but I got through it. I fixed all my errors and I finally have the dataset/ model up and running


today i will be working on loading and testing base models for the entrepreneurship model and adding more data towards it


Today I am working on editing my hugging face space to make it more user friendly. I also work to retrain my model if I have time. The outputs aren’t as consistent as I’d like them to be so I’ll try to improve that


today im still continuing to work on the layout of the model in hugging face I still haven't found a design I like


Today I will be working on updating some of my business profiles so that they are showcase ready and preparing myself for an upcoming career fair along with preparing to better train one of my more developed models so that it and other work I have done can be showcased to recruiters. On top of all this I will be trying to expand my knowledge base on AI engineering and making sure that I'm ready to face any question that comes my way.


Today I moved over to AWS and it felt like stepping into a foreign country where everyone only speaks in acronyms. I had to learn CLI, ECR, IAM all in one sitting. Still, I managed to get the AWS CLI installed on my laptop, set up a new IAM user with keys, and confirmed everything works with `aws sts get-caller-identity`. I also kicked off the Hardwick Translation project in VS Code and started building out the Dockerfile.

Next up, I’ll finish the Dockerfile, add my FastAPI app, build the image locally, then push it to ECR and get it running in App Runner so Dequan can use the live endpoint


today im going to train the entrepreneurial readiness model and hopefully have the space completed by today


today i will be working on my entrepreneurial readiness dataset for my model, Ive gotten closer and have tested its understanding in google colab


Today I will be pushing my entrepreneurial model to hugging face and messing with the training parameters more to see if I can get a more fine-tuned model.


Today I will be finishing my Ai model, Entrepreneurial readiness, once I get it working in Spaces in huggingface, I will add more rows of data just to make it more accurate


Today I will be finishing my model today.


I plan on continuing the step by step work on this model training thingamabob


Today I’m going to train the baseline model, package the dataset, and deploy everything to Hugging Face as a Space. Once the Space is live, I’ll test that it runs correctly and get ready to refine the model into classification buckets tomorrow to improve the metrics.


Today I will try to use random forest regression, another regression model to train on my data to see if the results change


Today I’m focusing on my Entrepreneurial readiness data set, testing and I’ll be adding more data to it too get more precise data for the model.


today I will get with Zavier to combine his images with mine for the emotion classification model the model performed good for the limited amount of data but it just needs more images since i lack consistency and the model didn't generalize the data yet


today I’m keeping it simple and just changing the training data, changing the entrepreneurial readiness rating ( *from rating 1-5, to rating 1-10).*


today im getting my entrepreneur dataset full, didnt get to 100 last night so thats the goal for today hopefully even more than that


Today I am working on my model that may be presented today. I have the code figured out but I haven't added it to huggingface yet which will probably be the most "challenging" part of the process.


I want to take time to properly review course material now I'm well into my routine, as well as do research on utilizing gradio and epoch


"I will check my plaid portal to see if we got approved for the production api."


today iwas was getting editing my data. i add a important value to everything so that changing something will have a bigger impact like income or speaking skills will have a bigger impact than changing age or saving


today i will be researching what i could improve about the model i made also talking with my team


"nothing yet from slack but i'm working on using excel solver "


today i will be printing more lines for my entrepreneurial readiness model


Today I am in person so I will not be at todays afternoon meeting. At the library I am working on transferring my model to huggingface. With the help of chatgpt I should be done with this by the time I leave the library.


today I am in person at the library working with cam to get my dataset done with the help of ChatGPT


today I am at the library transferring my work into hugging face for the library and will be finished by the time I leave the library today


Today I am in the library working on my model and getting in some trainable data then transferring it towards hugging face with the help of chatgpt


Today I went in person and I played with my entrepreneurial readiness model and I put my real values in there to see if the perimeters of the outcome change


Today i came to the library and finished my model and made it into a space.


today i am at the library finishing my model up


Today I am at the library working on my entrepreneurial readiness model.


Today I am still working on my resume and making sure that its good to print out for Tech Networking night at UNF


model completed, space made. i actually finished it last night but anyway i'll have to go back now to make everything is more accurate because i noticed that i did lean heavy on sales skills and confidence in my dataset, mostly because i feel like an entrepreneur has to be confident and a good salesperson. Also, i noticed that those i gave dependents to especially multiple I associated with lower everything which I think is unfair and untrue


Today I went to the Library, worked on organization for my Workflow for my projects. I’m behind on Personal projects that I want to get done, I’m also reviewing my Datasets I made to improve them and my Models I made this week. Mainly reviewing the parameters I set and improve the accuracy. I also want to create a Layout for my F1 Prediction Model and what Parameters are going to effect the accuracy. I’m going to work on Documentation for my Model too on Postman.


today I will be meeting with ms hardwick I'm not sure how long the meeting will run on for, I will work on clarifying and finishing some details for her chatbots and the email functionality for the website.


Today i will be meeting with Ms. Hardwick I may join the call late because of it


Today I'll add more rows to the dataset and work on getting the model deployed in huggingface.


Today I am working to improve my model. It is not giving different outputs so I am try to figure out what variable is affecting the score so I can fix it


Today I'm going to use the new method I found to make levels for the math game and experimenting with it some more. I'm also still improving the new math system


Today I will be working on my readiness model and looking at the data. I want to see if I can balance the columns or change it to where one column doesn’t have too much influence on the score


Today I will be meeting with the bgibr group and working on whatever needs cleaning up or refining in our project.


today  I will be re running my training codes with some tweaks, using my new training data, so the model will be fixed.


I'm going to update my dataset and app to better resemble my opinion on readiness and open up the model.


today im going to finish training the entrepreneurial readiness model and put it into a space


Today I lll be finishing my model by fixing the spaces, then I'll move into game logic for my unity horror game


Today I will be making my website for my first career fair and tailoring the website to ensure that my top 12 picks from the career fair will be interested with my work. I already got some info from upperclassmen about what I should expect and how to present my best work.


I have my data set in hugging face. So for today I will be creating the model and then training it on the dataset, I may also look over the dataset again just to look for any errors. After I’ve finished this I will continue on my F1 cars textures specifically Shell Gas, for some reason its always scaled to large and mergers around the car in a weird fashion.


working on my landing site for class for someone, then fixing my model, and becuase it's ugly right now, also doing labs on TryHackMe


Today I plan to torture myself and actually just finish this model.


Today I plan to add more data to the model I want to get a good amount for it to be more accurate


Today I will be working on adding to my entrepreneurial readiness dataset


today i trained the mini entrepreneur readiness model and push it to hugging face


"Super late check in my apologies but i have been working on the backend for my app to fix error and sensitive information that could be leaked."


today i will finishing up the display function for my space, its been displaying OSerrors so ill try to figure out a few solutions


today I am running a bit late but I’ll be in the library finishing up the UI for the data collection survey


today im at the library working on the entrepreneurial one page website that stores users responses into data


Today i am labeling and augmenting data for my tone dataset.


today i'm going to be adding the finishing touches to my model and i'm going to polish it and make it look good


today i am at the library making changes to my math helping website. i paid for loveable pro so now im doing big boy advancements today


Today I am in person at the downtown library. I will be working on adding my model to hugginface. I've been working on it but i've been running into errors.


Today, I am at the library working on the chatbot for the Entrepreneurial Readiness model, and working on the validation split for the emotional readiness chatbot.


Today I am in person at the library working on my entrepenuerial readiness dataset


today I finished my website for the entrepreneur ready ship that gives feedback and also shows how close you are to ready and what you can do to improve


today im in the library showing my entrepreneurial-readiness modle and working on my own bot for my personal project.


Today I’m working on a chatbot and a website based on the entrepreneurial readiness data


today im at the library working on my entrepreneurship model


Today I worked on helps others with their models and I will started a new business idea


Today I came to the library and finished my readiness data calculation. I stayed focused and made sure all my numbers were accurate. It felt productive to work in a quiet space, and I was able to double-check my results for accuracy. Completing this step gave me a sense of progress, and now I feel more prepared to move forward with the next part of my work.


Today i presented my space to mt jett and tried to help Nickira with hers.


i went to the libary i finished the model thing


Today i will go over my model and see what i should change about it so it can be better overall


today i worked on the model i add a few things, and i just noticed I forgot to add risk level so I will be adding that tomorrow.(sorry for my late check in my computer dying when it was in the class room)


“late checkin, I talked to the woman from the grants foundation about my app, I also assisted some of my teammates to help them with train their models.”


today i will be adding more data to my entrepreneurial readiness model


today I worked on integrating supabase into my portfolio website, fixing the music player UI in my portfolio website and worked on more in game posters for MyStoryCard


Today I'm making some more levels and reworking the way enemies attack the player


Today I am going to be asking Mr.King if there is anything that is needed for me to work on for the dev team. If there isn't then I will work on whatever task is given during the call.


Today I plan on adding some of the completed Griot models to the Griot Oracle Agent that is in n8n. Since I am already down with my story Identifier model, I will try to add that model to the Griot Oracle Agent first, and from there, will continue with additional Griot models. The process has been slow because I have a lot of work I have to do for school, but once I am done with my school work for this week, we should see rapid progress in the addition of more models to the Griot Agent.


Today I will work on the website assignment for the week, generating a scenario and allowing the user to take a guess at how ready they are or not


today I plan on testing my tone model on edge cases like sarcasm to help the model better generalize tone I also plan to deploy last week's data collection assignment


Today I will be working on an entrepreneurial readiness website


today I am adding more data to  my readiness data calculation and working it the assignment for the week


Today im working on adding more data to  my readiness model


Today I will be working on add more information like military time to my website, I will also be working on correcting my model in spaces and adding more data


today im going to add some more lines to the entrepreneurial readiness and take the first steps for the website


Today i worked on turning my entrepreneurial readiness model into a website, i mostly just researched on chat on how i could approach it. I also ran out for my replet premium for the month so putting my website on hold until its renewed and working on getting back into game development. Im probably just gonna make a few scenes and scripts.


today i’m working on connecting my webpage to my hugging face so it automatically stores users answers for data


Today I focused on refining the development work for the VENTURE Situation Assessment Model. I spent time making sure the logging system properly captures user inputs like hours, budget, and personal background, then allows those inputs to be tagged with confidence levels using a dropdown system. I’ve been testing how the “reflect, confirm, ask” pattern plays out in these logs and planning how to scale that into a full dataset. Right now, I’m working on building a system that lets me rate statements, calculate average confidence scores, and automatically export the logs in clean JSONL format. My next step is to build a lightweight labeling interface, probably using Replit, so I can quickly rate and export data without doing everything manually. Once that’s running, I’ll keep testing example user scenarios to make sure the logs are realistic, diverse, and ready for training.


Today I am starting to add more data to my children's literature dataset. I am going to see if I run into similar problem I hade with the entrepreneurship model when I am making a recommendation model. I think the biggest thing I need to do right now though Is make sure I have enough data for it to run at all.


Today, I will work on making the entrepreneurial readiness chatbot more conversational. If I complete that task today, I will then focus on publishing the chatbot website.


today I've been having issues with my readiness space that I've been diligently working at. It really all started with my model but that's a long story. once i get it running fine then i can deploy it through hugging face and replit. im going to pause on that for right now and create more datasets to train on since i've switched models specifically to work with raw frames and numbers, which runs incredible smoother btw


Today I will be changing my model back to how it was but i really don’t like the regression model


today i'm going to be working on tuning my entrepreneurial readiness model so that it gives more accurate feedback


Today, I'm going to start turning my entrepreneurial readiness model into a website after making some fine-tuning, such as updating the dataset and putting more weight on skill as an example.


Today I will be working on a new entrepreneurial readiness website and a chatbot on the website that uses my entrepreneurial readiness model


Today i will be working on my entrepreneur readiness model because I forgot to add risk into it and I would be working on my horror game. I need to add the item to collect and things to avoid


Today I will be working on the website for collecting data about entrepreneurial readiness


today I work on entrepreneurial readiness model and improving it to become more and more efficient


Today I am working on redesigning my personal API model front-end interface.


today I’m working on my codedex lessons some more and I’m gonna continue working on my entrepreneur readiness model and figure out where it needs to improve.


Today I'll working on the front end for my website to implement the chatbot while working more with my courses


here i asked chatgpt on what steps i need to take next to get the backend set up


Today I fixing the error in my error where my prompt leaks into my API and beginning a new mini game.


Today I’m at the library working on my chatbot. I’m having trouble getting responses


At the library working on starting my entrepreneurial readiness website.


Today I went to the library and worked on my generator model


I’m at the library working on Generate seneiros model


today im at the library and working on the entrepreneurship model and my game. I'm putting in the colab data from yesterday evening check in the model and fixing up and polishing some game mechanics for my game


today I am at the library and I am working on my chatbot website for the data set


today i am at the library working on my chatbot website


I'm working on the actually chatting part of the site now and how the bot will start discussions.


Today i will work on my model and make more progress with it


today I have a bit of homework that I need to get taken care of, luckily I’m not going to school tomorrow so once I get that handled I’ll have all night & tmr to start & finish up my chat bot, I had the wrong objective I thought we were only creating a link for the readiness site so I’m starting kinda late


Today I will be working on transferring my model into an actual website as I have seen many people start to make their own websites to showcase the entrepreneurial readiness model.


Today I went to the Library and worked on my dataset for the Entrepreneurial Readiness Chatbot, im going to train the Model using Llama and create a API in Huggingface Space to make the application with. Then work on changing my Categorization dataset adding more labels and data then retraining the Model.


Today im going to take what chatgpt said and implement that in my website and hugging face space


Today I am working in google collab to make that can help me retrieve data for my personal project dataset and put it into the format I will need it in. Doing this should help me when it comes to making my data retrieval website later this week. trying to hit two birds with one stone.


Today I'm working on the entrepreneurship readiness model to have it fully functional in a huggingface space before making a website for it. Since I'm not very keen on actually making any AI models personally, I'm also making music to see if I can have it play in the space with the model. That way I actually have some reason to care about the model.


Today I will be working on improving my entrepreneurial readiness website, trying to get some ideas about what more I can add to it


Today I have a few more tweaks to make to the Entrepreneurial Readiness chatbot because sometimes the responses abruptly stop and I want to make the responses more versatile.


Today I will be working on adding more features to my website, including the models to take the assessment and edit the chat bot feature


today i will keep working on the website sense its my first time using replet this much i have been having some problems


today i am going to start making a chat bot that will pull from my entrepreneurial readiness model so that it will be able to detect entrepreneurial thoughts


I'm going to start working hard on updating my game to better reflect the new direction with new assets.


today, I’ll be moving forward from the 1,000 generated scenarios by starting to integrate them directly into the survey framework I built.  In short,  the main goal today is to make each scenario rateable by participants on the 1–10 entrepreneurial readiness scale. Once that’s functional, I’ll focus on designing a simple UI so participants can interact with the survey easily. After the UI is in place, I’ll begin testing the flow end-to-end from scenario display to rating submission to data capture, to make sure everything connects cleanly before moving further


today I will be working on dataset editing and adding more examples across each class and editing my learning rate to minimize overfitting and increase generalization


Today I will continue to work on my F1 car in blender, Yesterday I showed how I got the shell logo to scale perfectly with the car, now I’m going to do this to all the other 37 logos. But I do have an issue at the moment, My computer got unplugged this morning meaning I lost my  progress from lass night but that won’t hinder me for long.


Today I focused on building the conversation engine for the VENTURE project. Specifically, I finalized the structure of the slot-filling dialogue system that will guide users through a natural intake process, asking follow-up questions based on what’s still missing. I planned out how to parse user responses (like “2 hours a day” or “a couple hundred dollars”) into structured bands that my assessment models can use.


Today I will be designing the UI for the entrepreneurial readiness website


"I am currently working and learning how to use SAS which is a statistical software that help analyze data. I will also be working on my App i will work on the UI and we are still waiting on that api key from plaid."


Today I plan to finish the website alongside some simple blender work to improve my skills.


today I’m trying to figure out the errors I’ve been getting with my entrepreneurial readiness model and working more on my codedex lessons.


Today I'm working on enemy and player movement for the math game


todays work was mainly fixing different times on my website and toning it out more sorry for the late check in


Yesterday I started working in my kaggle and updated my F1 car animation, unfortunately my computer had gotten unplugged during the night and I lost all my progress in blender. As for today I will be unable to recover the blender progress since I have a CPR certification class to attend.


today i added all my cute features to the bot, I was having major issues with the simplest things like translating/helping the bot understand my input and give out the expected output, but I actually just handled all of it in like a hour. surprisingly my features gave me almost no struggle. there is modes ranging from easy-hard, users can input their name which updates the leaderboard and saves the data, the output is also directly connected to my model, so it provides a picture of the gauge and includes motivation tips. now I'm going to reward myself and eat some noodles


today i will be starting the development of my entrepreneurial readiness chatbot in lovable, i started on it yesterday but stopped for the sake of a check-in


today im working on fixing my hugging space since it broke yesterday trying to connect it to my webpage


today i will be woking on a way to send data that i have scoured using ER randomizer to some sort of repo using replit and chat gpt


Today I'm making some general improvements to solving portion on the math game


Last night I got done training a TinyLlama Lora Model I’m using as my Chatbot. Today my goal is to merge the Model I with my Hugging face API or create a separate API to hit my XGB model that scores for entrepreneurial readiness. Then I will get an application built to host the Chatbot Frontend and have a section where it does regular scoring, both will be accessed by the API. I’m also working on new Labels for the Griot Categorization Model and creating new lines in my Dataset to retrain and replace with the current Model I have. My goal today is to finish the Application and update my Griot Model.


Today I got the entrepreneurship readiness model done finally. I'll start working on the chatbot website that's supposed to be linked to it once I get my homework done. I'll also probably work on more music, since I had a thought about having a rotating playlist embedded into the site.


Today I am researching and starting to make my entrepreneurial readiness scenario application.


Today I focused on advancing the Entrepreneurial Readiness Chatbot project, starting with verifying the Hugging Face API connection and then layering on conversational features in Streamlit. I implemented the Q&A flow, auto-calculation for derived fields like runway months and savings-to-expense ratio, and refined the output so users receive a clean readiness score. I also resolved issues with label mapping in the API by restructuring how  "label_map.json" is handled, and added a reset chat function to improve usability. Overall, the chatbot is now able to handle casual conversation, switch into structured assessment mode when triggered, and return clear results from the model.


Today my LinkedIn account reminded me that this is my 1 year anniversary working at this internship!!! So I want to do something nice for myself! so I will be taking the day off lol! See you guys tomorrow :v:


Today im working on the entrepreneurial readiness model and begin building  stage to the webpage


I'd like to continue working on the scenario generation and analysis for my webpage.


today i'm going to continue working on my chat bot for this weeks assignment


Today I worked on making my chat bot and plugging it into the website I made in spaces and I also made my space pink because why not


today I worked on my chat bot for my website and figuring out what type of statement it should have


Today I will be testing the entrepreneurial readiness chatbot and refining it some more, but it is mostly complete. I will also try to start working on one of the other models Mr. King asked for regarding the knowledge entries.


today I will be wrapping up the survey ui and deploying the website


Today i will be making the other model assigned and reverting the changes i made to my other model because it does not give me a output anymore


Today, I am going to make the app for my readiness model look less cluttered. I will put things like adjusting the weight of a parameter on a different screen and add an option to just use the model. Currently, you can only submit, which adds your results to the model.


I had just recently got my hands on this sprite sheet creator so now I'm gonna to try out some ideas for some webgame designs


today I will be diagnosing the reason for my very high model accuracy and very low validation loss from the start of the training, I will do more testing on diverse examples for each label and from there make it an api if it performs good


Today I will finish up my retraining on the model then learn how to use supa to intergate the model inside the website


Today I’m working on my chatbot. I’m trying to get it to work again. Im thinking about building from scratch and make a model specifically for chatbot


Today i was working on completing the scenario website for this week. I got the UI to work but whenever i try to generate the scenarios i get an error.


Today I working on the assignment for this week to work with my API I have been working on.


Today I will be working on the data collection aspect of the website for entrepreneurial readiness.


today I worked on the generating model for the entrepreneur model


today i am working on the connection between hugging face model/space and lovable


Today i continued working on my scenario space at the library.


today I am at the library working on my chatbot


today im at the library working on my Entrepreneur readiness model and putting in Paraminder's


Today I’m working on my model. im trying to add a new text generation so the bot is so restricted. and i want it to give ideas and ways to start your project


Today I went to the library and worked on fixing my dataset


today i went to the library and worked on the text generating model and the chatbot I’ve been having a few errors but im getting there


I wrapped up the Entrepreneurial Scenario Generator project that I had been refining since last week. The goal was to create a tool where I could generate random entrepreneurial readiness scenarios based on my model’s input features, rate them from 1–10, and save the results for future training. I spent time improving the UI so the scenarios display cleanly, and I also added a backend with "/save" and /"getData"routes so each rating is automatically appended to a JSONL file and retrievable at any time.


Today I will be manually scraping transcripts and slack meetings for tone data to use in my validation dataset if it still performs good I will push wrap the model in an api since the testing I did yesterday showed me that the model failed to generalize tone across all the different classes. I will also likely be on a meeting with Mrs hardwick to make live changes and to get these sites etc. wrapped up


Gonna see about making further additions and updates to the website I was requested to make alongside some personal ideas.


Today I'm working on adding more math categories to my game and making adjustments to the solving logic


Today I'm working on getting the chatbot website functional, along with working on my music playlist I want to add to the site.


Today, I’ll be working to reset and fully stabilize the Entrepreneurial Readiness survey deployment by rebuilding a clean Docker Space on Hugging Face with the database stored in a safe writable path (/tmp/ratings.db), and by doing this I’m hoping that the app launches without permission errors, and then connecting it to a polished Replit front-end that consumes the API, after that the focus is to get a working end-to-end loop where scenarios load, ratings save, and exports function consistently.


Today I will work on making a model to pull the location from a transcript of a story, output it, and store it.


today i mostly did some "data wrangling", whilst going over the various models that'll work best with this kind of data. I'm thinking a random forest regressor or combining RFR and BERT through scikit-learn in hugging face or a pipeline in colab since they'll be a mix of words and numbers. ( I'm trying to improve skill by experimenting, whatever gets the job done more efficiently is my go-to )


Today I will be working on my entrepreneurial website. I want to revise it so I can see if it’s executing correctly, and I will try to get the data from it connected to Hugging Face


today im going to reattempt connect my webpage to my hugging space ive duplicate the space just in case it breaks again and gives me a runtime error


today i'm still working on my chat bot and getting it ready for Saturday


Today I will continue to work on my loss progress on my F1 car. I will also work on my Kaggle to improve my knowledge on model making and look into HTML for the website portion of model/chatbot .


Today i will be updating my model that creates scenarios and looking more into making this chat bot


today, I will be focusing on getting my website ready for Saturday, and I will make one more change to the layout of the Hugging Face app for my model to make it easier to interact with.


Today I will be working on getting all the stuff I’ve worked on for Mrs.hardwick in order. So that I will be able to show it to her this Saturday. I also will work more on the assignment for this week.


Today I will be working on getting the site ready to implement the ai model, then changing the UI of the chatbot


today I’m going to be working on the grade prediction model Mr king talked to us about and I’m going to continue working on finishing my entrepreneurial readiness model.


When I get home ill work on making my site more user friendly, and I may consider including login functions


Today I worked on the academic prediction dataset


Today I am at the dupont center for our meeting together, working more on the website for entrepreneurial readiness


Today I am the library working on the scenarios for the users to score themselves and getting that data inserted into the dataset


today im at the Dupont center meeting with the rest of the group working on my project


Today I will work in my kaggle and Research some html in W2 schools, I will also continue to animate my F1 car. I will not be able to got to the library today since I have a event that started early and overlaps in the time.


Today I am in person to attend the meeting with Mrs.Hardwick hopefully this meeting will bring clarity and proper understanding. I also will be asking questions to help me work better on her social media accounts


im in the dupont center today and the goal is to use the new ER randomizer to generate data for the old model so that its more compatible since i changed some of the input fields


Today I fixed my dataset so it can show the different scenarios that I use in my entrepreneur readiness chat bot


today i'm working on making a hugging face space that will give me scenarios to score and then store the data for later use


today i will be working on wrapping up the ui of the data collection survey, and also attending the meeting with ms mellisa hardwick


Today i will be rework my entrepreneurial readiness model im going to change where the feed back is different because i found out its just the same everytime no matter what weaknesses you have it just says in a good position


Today I have my model the ability to generate entrepreneurship scenarios that the user can score, which are then added to a dataset.


today im in person working on my entrepreneurship chatbot adding data to it and updating its responses


Today I’m working on getting my website to a Hugging Face space and adding some data to my sentiment-analysis dataset


Today i worked on remaking the scenario generator i had earlier this week. And i also went ahead and made the student scores dataset and put it in huggingface and am working on making it a model.


Today I am at the dupont center, having other students play test my projects


today im at the dupont center adjusting my readiness code to allow for constant retraining


"Today i worked on my Supabase edge function."


today i will be adding more data to the model in hugging face, the bot in lovable has been fixed too btw :blush:


today I will be working on developing the chatbot for the entrepreneurial readiness model.


Today I'm fixing the character animations for the math game


today i will be retraining my old model and updating the hugging face space so that i can hopefully use its api feature to connect with my website.


today i gonna do some practice problems in my python course, otherwise i might start following a blender tutorial to get used to the controls again


Today I’ll be working on developing the chatbot for the entrepreneurial readiness model.


I will be working on enhancing the Griot Transcript Story Identifier by adding a new layer that differentiates proverbs from stories. Proverbs often carry a storytelling tone, which can cause them to be misclassified as stories. By training the model to recognize and separate proverbs, the goal is to improve the system’s precision and make the identifier more nuanced in its handling of cultural expressions.


Over the weekend I updated my Griot Categorization Dataset with 15 more Labels and updated the Inputs for them. I diversified the text and fixed some Imbalances the Dataset had with the Labels then replaced my DistilBERT model with a Roberta to give a higher accuracy output. Today I’m looking over the examples I tested with it and calculating the accuracy of each Label so that I can improve the Model, then I want to update the Dataset more and develop more Labels during the week. I’m also going to start the Test Prediction Dataset today and plan out the Models I’m going to be creating this week. My goal today is to go over the accuracy for each Label from the examples and document them. Then create a plan for the Test Prediction Model(s) I’m working on this week.


Today I plan on working on either the MVP repo site to get logging in working. If I cant get the site approved then I will be brainstorming for some personal projects.


Today I will be creating data for the grade prediction model


today im working on a trailer for my website i’ve been looking at videos of ideas i might want to use


Today I am working on last weeks entrepreneurial readiness scenario website. My primary focus last week was preparation for the 9/13 SAT.


Today I will continue to work on my kaggle modules. I will also continue to animate my F1 car to mimic the Zandavort circuit, Right I’m at the point where I made the layout of the circuit but I need to animate the car the rotate accordingly to each turn and keep it form which is still a reoccurring issue. I will not be on the call today since My school is hosting another event, Open house.


I spent most of today catching up on schoolwork and studying for my exam next week. But after the call, im gonna finish turning that student score dataset into a model that will predict future test scores.


Today I will continue improving my tone model and finding holes in the data i trained it on, I work on adding data on my previous classes. I will also contact ms hardwick to get access to the domain.


Today I will be working on my model and updating my LinkedIn post to tag my village project. The goal for the model is to finish the assignment that was given for last week.


Today I will be learning on how to make a chatbot in a website, after uploading my retrained model to spaces


Today im working on my chatbot for the entrepreneurship readiness  rebooting anything that needs fixing and adding new data , I will also probably publish on lovable


today I worked on my model and data set for the testing grade scores and I got a small dataset already in hugging face and I plan on making it bigger later on


today i'm going to continue working on entrepreneurial scenario generator  and my chat bot


Today I will be working on the UI for the academic prediction mode


Today I will be working on entrepreneur readiness model and finding errors that I may have missed.


Today I finished setting up and testing the Kuumba Regressor model on Hugging Face. I resolved the earlier config issues by re-saving and pushing the model with the correct `config.json`, which allowed me to load it properly with `AutoModelForSequenceClassification`. I then verified inference, confirming that the model predicts Kuumba creativity scores on new text inputs. I also worked on cleaning up the model card and Hugging Face metadata, adding tags, pipeline info, and a clearer description so the project is easier to understand and discover. Next, I plan to polish the README introduction, add the proper license, and build a small demo to make the model more accessible for testing and community use.


I'm trying to get back to music, doing some covers for songs I've enjoyed after finding there are barely any covers for them in comparison to other titles from the same developers


Today I’m working on a grade predicting model. I want start gathering info for the dataset
Tuesdays: I’m going to get all the scores and categorize them.
Wednesday: I’m going to make a model and train it on the scores
Thursdays: I’m going to test it and see how to interact with it
Friday: I don’t work on Friday, but if anything is wrong, i will try to fix it
Saturday: I’m some shows of the model i worked on all week


Monday – Goal Setting & Setup

Morning: Today, I am focusing on defining the overall goal for my model. I wrote down exactly what I want the model to achieve and outlined the key questions it should help answer. I also listed out the tools I will use, such as Python, Jupyter Notebook, and any libraries I may need. This gave me a clear foundation before jumping into the technical work.

Evening: I finalized my setup by checking my environment and making sure everything is running smoothly. I also reviewed potential datasets I could work with and noted which ones might be the most useful. By the end of the day, I had a clear picture of the direction I’m heading and the resources I’ll be relying on.

⸻

Tuesday – Data Collection & Cleaning

Morning: Today, I began the process of gathering data from my college Canvas system. I pulled assignment and task information and started organizing it into a structured format. I identified key features I want to track, such as assignment deadlines, categories, and completion status.

Evening: I spent time cleaning the dataset by addressing missing values, fixing formatting issues, and making sure the data is usable. I now have a structured dataset saved in a clean version, ready for exploration and preprocessing tomorrow.

⸻

Wednesday – Preprocessing & Feature Engineering

Morning: This morning, I loaded my cleaned dataset and began preprocessing. I normalized numerical data, encoded categorical variables, and handled any remaining missing pieces. I carefully decided which features would go into my model to make predictions more meaningful.

Evening: I split the dataset into training and testing sets and reviewed the structure one final time. By the end of the day, I had a well-prepared dataset that’s organized, consistent, and ready for modeling.

⸻

Thursday – First Model Training

Morning: I started training the first version of my model today. I selected a simple baseline algorithm to establish performance benchmarks and make the process manageable.

Evening: I trained and tested the model, then recorded the results using evaluation metrics like accuracy and error scores. The model gave me a good reference point, and I made notes on what worked and where the weaknesses were.

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Friday – Improvement & Tuning (Flex Day)

Morning: I revisited the dataset to see if additional adjustments could make a difference. I considered adding new features and checked whether any data refinements were needed before retraining.

Evening: I worked on improving the model by tuning hyperparameters and experimenting with different algorithms. I compared each result to the baseline from Thursday, keeping track of improvements and trade-offs.

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Saturday – Final Model & Packaging

Morning: Today, I trained the final version of my model using the best parameters and the complete dataset. I saved the model artifacts and pipelines so the work can be reused later. I also generated visuals that compared predictions to actual results.

Evening: I finalized my presentation materials, combining charts, evaluation results, and feature importance insights. I also wrote a reflection on the limitations of the model and how it could be improved in the future. By the end of the day, I had a complete and polished version of my project.

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Sunday – Extra Work & Reflection

Morning: I spent time reviewing everything I had done during the week. I created summary notes and organized all files, making sure everything is clearly documented.

Evening: I wrapped up with a personal reflection on the process. I identified what I learned, what challenged me most, and what I would approach differently if I repeated this project. By the end of the day, I had closure and confidence in the work I produced.


*Check-In 1 – Goal Setting & Data Prep*
• Write down project goal clearly.
• List all needed data (grades, habits, sleep, etc.).
• Collect past grade data.
• Gather records into one format, clean up missing or inconsistent entries, and label by subject/semester.
• *Outcome:* A reliable, well-structured dataset prepared for analysis.
*Check-In 2 – Data Organization & Initial Model Setup*
• Put grades and related info into a spreadsheet.
• Create a study habit/sleep log.
• Clean and organize the dataset further.
• Look for simple patterns.
• Begin training an initial prediction model using regression techniques.
• Review early results to see baseline performance and key academic influences.
• *Outcome:* Working prototype capable of producing first-round GPA predictions.
*Check-In 3 – Model Building & Testing*
• Choose which data sources to include.
• Build a very simple model (trend line or regression).
• Test it on your dataset.
• Explore multiple approaches (linear regression, decision trees, random forests).
• Compare accuracy, adjust parameters, and check for overfitting.
• *Outcome:* Clear idea of which model is strongest for GPA predictions.
*Check-In 4 – Refinement & System Planning*
• Add more data sources if available.
• Improve the chosen model for better accuracy.
• Plan how users will enter new grade info.
• Write down what worked and next steps.
• Develop clear visualizations to show grade trends and predicted trajectories.
• *Outcome:* Refined model with clear input methods and strong performance tracking.
*Check-In 5 – Finalization & User Experience*
• Apply finishing touches.
• Make the UI user-friendly and intuitive.
• Package the model so new grades can be entered easily, producing instant projections.
• Ensure system can be updated regularly.
• *Outcome:* Polished, user-friendly GPA prediction tool ready for use.


Today Tuesday: I will be creating a Dataset and work inside of google collab to push into hugging face

Wednesday I will be working inside of hugging face testing my data and making additions to my dataset. And working on the application.

Thursday I will have my application somewhat completed and will continue to work on any finishing touches


today im working at the library making this weeks dataset


today im at the library working collecting data for the datasets


Today i went to the library and worked on pushing my model to hugging face so i can start making the space.


Today I went to the library and worked on my education grade prediction model and space and I made a steps to improve section and I worked on cleaning up my datasets, fixing the columns, and updating the README so everything looks clear. I also checked that the dataset viewer shows the right features.


today I went to the library and started adding data in my model and making sure it's done, then started training it


Today, I am focusing on defining the overall goal for my model. I wrote down exactly what I want the model to achieve and outlined the key questions it should help answer. I also listed out the tools I will use, such as Python, Jupyter Notebook, and any libraries I may need. This gave me a clear foundation before jumping into the technical work.


Today I'm focusing on building the data table for the grade prediction model


today im building the model for the grade/test prediction model, end goal is to have that done by 8pm


Today I plan to clean up the student dataset and focus on the target outcome my model will focus on.


Today I’ll expand my dataset with new rows and features and clean the file for any inconsistencies. My goal is the finish with a well-structured CSV and push it to my Hugging Face page so it is ready for me to create my model


Today I will be working on collecting and adding my data to my spreadsheet, and then converting it to google colab as a dataframe


Today I worked on fixing issues with linking my CSS and images to my web pages on the class server, and I learned how to clear the browser cache so that the updates show correctly. I also got the navigation between my About Me page and ePortfolio page working properly. Looking ahead, I will be starting to reengineer my dataset for the test-score predictor model so I can rebuild and improve the model.


Today, I am focusing on defining exactly which features I want in my dataset, such as study hours, attendance, prior grades, and any other factors that could influence test scores. I am starting the process of gathering raw data from different sources, making sure I organize everything carefully, and I am keeping track of any missing pieces or gaps that I need to address later.


Tuesday: Today I will be working on updating my website and changing the UI so the chatbot will be a pop up instead of just scrolling down to it


_Today I’ll be focusing on pulling together all of my high school test score data and organizing it into a structured dataset. The goal is to have a clean file with all scores in one place so we have a solid foundation to work with for the rest of the week._


today i will be collecting data using my schools website and adding variables to the data set like seasons, class type, etc


Today, I will be gathering data on my grades from my school's website and making the outline for my dataset.


Today I will focus on collecting and organizing past grade data. I will gather all records into one format, clean up any missing or inconsistent entries, and label them clearly by subject or semester. The goal is to build a well-structured dataset that can serve as the foundation for accurate GPA predictions. By the end of the day, I will have a reliable dataset prepared and ready for model training.


Gather and clean your dataset in Colab. Split into train/validation/test.


today I’ll be organizing my grades that I’ve collected yesterday into a training data, and I’ll try out a couple of arrangements and information I can have in the data as well. Then I’ll go ahead and start working on the strucure of the finished web app that predicts grades.


I'm continue working on the song, today will be focused on fixing some timing problems in what I've currently had.


Today, I will be gathering data on my grades from elementary to high school and making the outline for my dataset.


I’ll start by analyzing the current dataset to identify gaps or inconsistencies that could affect model accuracy.


"I got on call today with plaid and Mr. King and i will be working on my invite function."


working the sercurity of the landing site i made for my gfs mom students then working on the entrepreneurial website


Today I’m at the library working on my dataset, trying to organize everything(I thought i check in early but it didn’t go in)


Today I'm doing the bulk of the training and data tweaking for the grade prediction model


Today I created my Hugging Face Dataset and successfully uploaded the cleaned dataset into the environment.


Today I will be unable to attend the zoom meeting. I’ll load the dataset from Hugging Face into a Colab notebook, split it into train/test sets, and train an initial regression model to predict both individual test grades and the overall course grade. I’ll record baseline metrics (R², MAE) and save the trained model to the Hugging Face Model Hub.


today i will be working on the datasets in hugging face and model, also be putting in the data from google sheets into the hugging face model for reference


Today i caught up on some school work and worked out a few issues with my model not pushing to hugging face.


Today i will build a preprocessing pipeline (handle missing values, encode categories, scale numbers) and train simple baseline models (linear regression, ridge).


I trained and tested my models. The education model was trained on 50 rows and pushed with metrics, and the readiness model was retrained with updated metadata. I also ran a few sample predictions to ensure the outputs appeared correct.


_Today I plan to clean and process the dataset I built yesterday. I’ll also brainstorm and add extra columns that could improve the model, like subject, averages, or study time, so the dataset is ready for training_


today I plan to Build baseline model , Preprocess data for Hugging Face model also I keep running into problems with the model and I will be asking for help tomorrow morning at the library


Normalize grades to points; apply honors/AP weighting consistently across datasets. Assemble student-level features: prior GPA, rigor, credits, recent trend metrics. ,Deduplicate, fix missing values; save cleaned files.


Today I will not be able to train my model since I was so focusing on data and making sure it looks perfect in my eyes. I will be making sure that my data looks clean before training my model.


Today I will be working on using my data to train a regression model, and seeing how accurate the model will be through testing


Today I will take the prepared dataset and begin training an initial prediction model. This will involve applying regression techniques to learn from historical grades and generate a baseline for GPA forecasting. I will also review the early results to see how well the model performs and identify which academic areas have the greatest influence on outcomes. By the end of the day, I will have a working prototype capable of producing first-round GPA predictions.


Today, I will finish and load the cleaned dataset into my ML environment, split it into training and testing sets, and select a baseline model to start with. Likely a simple algorithm, so I can establish a reference point for performance.


Today I worked on refining the Griot regression dataset. I analyzed the current data and identified weaknesses such as class imbalance, style bias, and keyword overfitting. Based on this, I outlined a plan to redesign the dataset so it better reflects the JSON summaries I’ll be using as inputs. The new approach will create evenly balanced classes, remove griot-specific keywords, and keep all examples in a short, neutral, one-sentence style. This will make the model more aligned with the structure of my actual data and prevent it from learning shortcuts.


Today, I began the process of gathering data from my college Canvas system. I pulled assignment and task information and started organizing it into a structured format. I identified key features I want to track, such as assignment deadlines, categories, and completion status.


today I will be choosing what data to train the model with, and coming up with a custom weighting system.


Today, I am working on expanding my model to include more categories and incorporating the rest of my grades into the dataset.


today im working on training my model with the grade dataset i made


I’ll design a new feature set and begin preparing the data in a format that aligns with the model’s needs.


Today I will focus on training and testing different regression models to see how well they predict GPA or grades.


Today I worked on finishing my grading prediction model inside of google collabs.


today im at the library training my model and getting it into a space in huggingface


Today I went to the library and worked on updating my personal website and I worked on the Hugging Face Spaces. The education predictor now has sliders and shows clean percentage grades, and I checked the readiness chatbot to make sure the text is readable and the reasoning shows up clearly.


Today I was at the library working on the grading predicter, I was working in Google sheets to put some of that data in to colab then transfer that to hugging face model.


Today I am at the Library working on the grading prediction model.


Today i went to the library and worked on my grade prediction model


today at the library i worked on my projects and collected some peer data to go into it


today i created a space to showcase my models, i'll be working on the u.i as well as of course making sure it works which it does right now. i have it to where you can only upload files and ask questions but im thinking to add a variety of ways to get stats or data. the point of the files features was to be able to save the files to my dataset for constant retraining. i'll get King's feedback on that before moving forward


Today I worked on creating a structured guide for building quality datasets when relying on synthetic data. The guide outlines how to generate data in small, reviewable batches instead of large files to reduce duplicates, how to apply quality checks, and how to balance and diversify data across different model types (text classification, text generation, tabular classification, and image classification). It also includes reusable schemas, QC scripts, and dataset card templates so I can consistently build unique and reliable datasets. This will help me improve the quality of my future models and streamline how I generate and merge training data.


Today my plan is to train and test prediction models using the processed dataset. I’ll compare a few approaches, check performance, and make sure we have a reliable model that can predict my test scores.


Today I will be working on training my data on more regression models to see which one has the best accuracy


Today I am going to try a few different models to train using my test score prediction dataset.


today im going to train my model but i have been having a few problems getting data as my schools website only has a general transcript that only leaves me with about 40 lines of data one for every class i took at this high school but i dont think its enough to to build a model.


Today I will be adding data to the chatbot that takes the questions of the user based around entrepreneurial readiness questions


Today I'm finishing up training and building the huggingface space for the grade model


Today I will refine my model with additional features, compare prediction outputs, and save the best version.


I linked my dataset to a  model in Hugging Face and confirmed that it can generate predictions on sample data now I just have to get the formula correct for predicting


I plan on working towards any final fixes and edit my model needs but otherwise the model is done.


I am currently uploading my dataset to the Hugging Face model and expect to complete a prototype app by the end of the day.


Today I am calling fscj directly to get help with retrieving my assignments and scores from the past two years I have been attending. Once I get that out of the way the next steps should go by smoothly.


I’ll focus on developing and testing a training pipeline to ensure the model can efficiently learn from the prepared data.


Today I’ll be consolidating the data I’ve collected into a structured CSV file and beginning the initial training process. In short the goal is to get a clean dataset that includes both the grade-level details and survey responses, then feed that into the pipeline so I can start testing baseline models and see how the features line up against predicted outcomes.


today i am working on the space for the GPA prediction


today I’m going to start working from my library again because the internet at my house has been too slow and keeps going out. I’m going to be working on my gpa prediction model today and making sure I have everything set up in hugging face for it.


Today I will change the chatbot to only reply on the context of entrepreneurial readiness after taking data from the input of the user from the entrepreneurial readiness detection model, then I will create a word doc for the plot of my personal project


Today I will be brainstorming a new model Idea and then trying to create a data creation app so I can quickly get a lot of data to train this model.


Today I will finalize and package the prediction system. I will set up the model so that new grades can be entered easily, producing instant GPA projections going forward. In addition, I will create clear visualizations that show grade trends and predicted trajectories. By the end of the day, I will have a polished, user-friendly tool that can be updated regularly and used to monitor academic progress.


Today I worked on frontend updates for the Brown Girls in the Boardroom site.
I fixed the HTML pages (base, home, module, privacy) and added the new Join module with the updated form. I also made sure the consent checkbox and Privacy Policy link are in place so it’s compliant. The Explore Programs section was removed, and I got my changes committed and pushed up to the bgitbr-frontend-updates branch.

I ran into some issues with Git (venv folder being tracked and files resetting), but I got that cleaned up with the .gitignore and re-added the HTML changes so nothing got lost. I also prepped the pull request with a full checklist of what’s done and what’s next.


Today i worked on my grading model i need to add more data to it but it works currently and that was my main goal


Today i will be thinking about what new model i am making and add on and trying my other model that can determine region


Today I plan on working on this fun idea for a game I had, shouldnt take long to make.


Today I will be working on fine tuning the academic prediction mode


I tested both Spaces with different scenarios to make sure predictions make sense. I also thought about small improvements for the education model and saved Colab notebooks so I can retrain or expand the datasets in the future.


Today I am attending the HBCU legacy college fair. I am testing my first model's performance and refine it as needed.
My goal is to produce a versioned model with better metrics and a clear record of improvements.


Today, I will be polishing my dataset and finishing the Hugging Face app for the test score predictions model.


today I'll be finishing my hugging face space for the GPA predictor also I'm changing the data set to use synthetic datafor the model because my transcript isn't enough.


today I’ve been working on the accuracy of my grade/test prediction models. I decided to add a llm to them to make them predict easier


today im still figuring out the formula to predict the final grade some of the variables are skewing the prediction


Today In went to the HBCU fair at the dupont with 5000 role models.


Today I finished training my test score prediction model


Due to there being no meeting today I used the “free time” I had to catch up on a couple things. I inserted a few models from the dev team into their portfolios and followed up with a few of them regarding their personal project links. I also worked a little more on my model dataset because I received some new information regarding my grades and past assignments.


today i will be working on another dataset, haven't officially decided the subject yet


Today I'm going to practice more modelling in Blender, and also make some tweaks to the grade prediction model


Today i was supposed to start and finish my space for the grade prediction model but i unfortunately realized my model was pushed to hugging face, but there’s literally nothing in it, its just the name. Soo im editing my code and repushing it so it’ll have all the files


Today I will be working on Mrs.Hardwicks social media account. The plan is to update her announcement post. I'll text her today to see if her announcement "speech" is ready so that I can add it to the post and get her approval by the end of the day.


today I'm creating a list of projects that I've been putting off because I want to focus on not only finishing all my projects but also deploying most if not all, I realize I get too caught up in the assignments I don't leave any time for the fun stuff.


Today I finished preparing and balancing the Ubuntu dataset so that the low, medium, and high categories are all well represented and names are spread across all categories evenly. I trained the XGBoost regression model using sentence embeddings, and the evaluation metrics came back strong with an R² of ~0.88 and RMSE around 0.11, which means the predictions are close to the ground truth. I also created a Hugging Face repo for the model, wrote a model card with YAML metadata, and added an inference script that loads the model directly from the Hub.


Today I’m modifying my Roberta Model to give more accurate outputs than what I have currently, I also need to add 750 more lines of data for it. I also want to work on deployment ton the App Store, my Academic Prediction Application is on Rork where I can access it on my Phone but it can only be accessed through the Rork app so this week want to focus on getting it on the App Store for consumers to access it. My goal today is to layout my current tasks and make alterations to my Model.


Today I am continuing my tests on my  first model's performance and refine it as needed.


Today I made updates to my personal website I put in a spot where people can log in but you can’t use it yet, I also started to implement the pictures in the 100 black men website


today I am labeling tone inputs that i got from chunking transcripts of CIC meetings and interviews


today im working on redoing my model I deleted it on accident while I was trying to test it out , so today I will redo that and also start work on the chatbot


Today i will be working on my model that can determine region


today i'm going to work on tuning my model and tweaking it a bit


Today I am going to add more information for my chatbot to help on with entrepreneurial readiness, then I'm going to work on the story line for my horror game in unity


today im still testing out the formula for the prediction model it still doesnt look accurate when I put in all the variables and submit for the results


today I'm working on grade model and I'm trying to start a new model for a game


Today, I'm going back to work on my game, creating animations for the playable character, and developing a proof of concept build.


Today I will be trying improve my grade prediction model. I’ll think about removing some columns, adding more data, and training on classification.


Today I worked on frontend updates for the Brown Girls in the Boardroom site.
I fixed the HTML pages (base, home, module, privacy) and added the new Join module with the updated form. I also made sure the consent checkbox and Privacy Policy link are in place so it’s compliant. The Explore Programs section was removed, and I got my changes committed and pushed up to the bgitbr-frontend-updates branch.

I ran into some issues with Git (venv folder being tracked and files resetting), but I got that cleaned up with the .gitignore and re-added the HTML changes so nothing got lost. I also prepped the pull request with a full checklist of what’s done and what’s next.


today I work on working though this problem I have with the education model it won’t let my data set be used on my model it’s confusing but I’m going scrap it maybe if I don’t figure it out soon


Today I will be working on using information to train a model that suggests activities for people to do


Today I’m going to solve some practice problems from the University of Helsinki’s MOOC python course so that I can refresh my memory dealing with foundational concepts.


Today I will continue to work on my Kaggle course, At the moment Im working on model making and reviewing some old notebooks on APIs. After this I will work on some assignments from school for the week.


Today I'll be working on a few of my courses and an old web project


Today I will work further on some personal assignments and working on some orignal game music as well


today i am  in the library and i m working on a dataset


today i am the library  working on my gpa data


Today I'm working in the library on the grading gpa dataset and chatbot


Today I went to the library and worked on adding more to my datasets


Today went to the library and worked on finishing my grade prediction space.


today i want to catch up from not being here on Monday so today i want to change the inputs on my space so i can make the model more accurate and start on the new project for this week


today I added to my colab book which shows how my prediction model should work in spaces. later I’m going to recode my space entirely


Today I’m continuing work from yesterday on training the grade prediction model. I’ve updated the parameters it uses to estimate upcoming grades, so I’ll be retraining it based on those new settings.


Today im still working on the formula seeing how to align both the student pov and teacher/parent pov with each other while one is more advanced and the other simple and easy to use


Today I will add data to my grade prediction model and revise the dataset so it can be retrained on classification


Today I want to work on collecting data for a stock trend prediction model that will take in input of previous values for the stock and news sentiments to predict future trends.


today i'm going continue to work on my prediction model and look in to making more data for it


Today I will be working on the portfolio for the dev team. I got a couple more responses since yesterdays call so I will be adding them into the database today!


today i will be my work on my model that determines region


I am getting ready to start the Jali regression model dataset, and the main focus should be on building examples that highlight Jali’s expressive nature. The Jali archetype is charismatic, articulate, bold, and rhythmic, with a perspective rooted in speaking truth and shifting minds. Its essence is about transforming chaos into clarity and shaping collective narratives in ways that inspire and mobilize people. For dataset creation, I need to brainstorm prompts that capture how someone uses their voice to energize a crowd, lead storytelling, or campaign for change. The outputs should reflect the intensity, clarity, and impact of expression, keeping in mind Jali’s role as the messenger of the present whose words echo forward through transformation


today i’m going to continue to work on my education, data set and working through this raggedy problem that I have and I will be getting past that problem and getting to the chatbot next


Today I’m gonna continue working on the next section of my Python course, which deals with addressing typical errors in code


Today I will work on my personal project on unity, figuring out the next steps in netcode, and trying to get the lobby screens to be useable for getting the first map scene up with multiple players in a private lobby


today I will be labeling data for the different models (tone and emotions) and i will also be working on cleaning up previous work and creating a ui for a few more models in order to use for my portfolio


Today I will be working on creating a dataset that suggests activities based on different parameters,