Update app.py

app.py

@@ -1,9 +1,13 @@
 import streamlit as st
 from graphviz import Digraph 
 
-
 st.markdown("""
 
+# 🌐 Org Join:
+1. Org: https://huggingface.co/CognitiveAIForHealth
+2. Join Link: https://huggingface.co/organizations/CognitiveAIForHealth/share/LUIgWlwxqHYTeKWwVGOCaADIJNDBdtOfER
+3. Observe - Verify if you show up in Team list.
+
 # 👋 Multiply your productivity by 100 times today using AI:
 
 🌐 Lets prove it with  HuggingFace, Gradio, Streamlit, ChatGPT,and HTML/Javascript
@@ -11,48 +15,58 @@ My Progression:
 1. 2021 - With AI Coding From Scratch **10 AI programs per year** = 1 AI Program per 36.5 days.
 2. 2022 - Discovered HF Spaces.  **200 AI Programs** = a little over .5 Programs per day.
 3. 2023 - New process - **AI Pair Programming** ChatGPT+HF = 266 in Q1 (**1064 programs per year**)
-4. Conclusion: Over 100x with this simple recipe.
-    
-## 🌐 When focused using AI to write outline, simplify outline, generate examples, debug and curate:
+
+# 🌐 Conclusion: Over 100x with this simple recipe.
+
+## 🌐 AI Pair Programming Process and Method: 
+
+When focused using AI to write outline, simplify outline, generate examples, debug and curate:
 1. **Record:** 30 working programs in 2 days on planned subject outline. (15/day)
 2. Synopsis: Learning in the Loop - AI Pair programming expands your knowledge.
 3. Use **Targeted AI vocabulary keywords** to generate domain specific code and text mashups.
 
-# 🌐 How to Prompt using domain technical knowledge to accelerate process of design and development.
-  1. Top Ten Favorite Quick and Easy prompting patterns:
-    1. **Markdown** 1,2,3
-      1. **Prompt:** Create a markdown cheat sheet that lists all the commands and short instructions for performing markdown code.
-      2. **Trouble** with code versus non code due to delimiters like triple apostrophe?  Its using markdown.
-      3. **Prompt:** Show full code listing in markdown code with no comments
-    2. **Mermaid** for sorted and organized graphs. -🌐 https://huggingface.co/spaces/awacke1/MermaidModelHTML5Demo
-    3. **Python Streamlit** and Python gradio with code example input.
-    4. **Progressions** iterate with prompts to get what you want in a few steps..
-      1. **Prompt and Experiment:**  Write an AI program using python, streamlit sklearn and keras to produce an AI program predicting sepal length.
-      2. **Curate and Revise:** Show full code listing.  remove commentary.  Make code listing as short as possible with few lines of code
-      3. **Reinforce and Teach:** Test and Share with HF to debug and test.  Demonstrate and share links to others.
-  2. **Why does this work?**  Copy and Modify Pattern, Mirroring, and the Human Brain.
-  3. **Life Lessons** from Steel Manufacturing - Innovation, Productivity
-    1. **US Steel** - Cost of not changing and 5%
-    2. **Tata Steel** - Employment, Karma, and Legends
+## 🌐 Prompt using domain technical knowledge to accelerate process of design and development.
+
+## Favorite Quick and Easy prompting patterns:
+
+**Markdown**
+1. **Prompt:** Create a markdown cheat sheet that lists all the commands and short instructions for performing markdown code.
+2. **Trouble** with code versus non code due to delimiters like triple apostrophe?  Its using markdown.
+3. **Prompt:** Show full code listing in markdown code with no comments
+
+**Mermaid**
+Organized, Sorted Graphs. 
+🌐 https://huggingface.co/spaces/awacke1/MermaidModelHTML5Demo
+1. **Python Streamlit** and Python gradio with code example input.
+2. **Progressions** iterate with prompts to get what you want in a few steps..
+3. **Prompt and Experiment:**  Write an AI program using python, streamlit sklearn and keras to produce an AI program predicting sepal length.
+4. **Curate and Revise:** Show full code listing.  remove commentary.  Make code listing as short as possible with few lines of code
+5. **Reinforce and Teach:** Test and Share with HF to debug and test.  Demonstrate and share links to others.
+ 
+# **Why does this work?**  
+Copy and Modify Pattern, Mirroring, and the Human Brain.
+
+# Cost of not innovating:
+1. **Life Lessons** from Steel Manufacturing - Innovation, Productivity
+2. **US Steel** - Cost of not changing and 5%
+3. **Tata Steel** - Employment, Karma, and Legends
+
 
 # 🌐 HF Token - Create a new token in Settings for this code:
+
+Copy and Modify this Gradio AI Pipeline, Then Code Review:
+https://huggingface.co/spaces/awacke1/Sentence2Paragraph
+
 1. HF_TOKEN = os.environ.get("HF_TOKEN")    # get token from secrets, copy token value HF_TOKEN from Profile settings token into this repo settings
 2. generator2 = gr.Interface.load("huggingface/EleutherAI/gpt-neo-2.7B", api_key=HF_TOKEN) # add api_key=HF_TOKEN to get over the quota error
 3. generator3 = gr.Interface.load("huggingface/EleutherAI/gpt-j-6B", api_key=HF_TOKEN)
 4. generator1 = gr.Interface.load("huggingface/gpt2-large", api_key=HF_TOKEN)
-5. gr.Parallel(generator1, generator2, generator3, inputs=gr.inputs.Textbox(lines=5, label="Enter a sentence to get another sentence."),
-            title=title, examples=examples).launch(share=False)
+5. gr.Parallel(generator1, generator2, generator3, inputs=gr.inputs.Textbox(lines=5, label="Enter a sentence to get another sentence."), title=title, examples=examples).launch(share=False)
             
 # 🌐 Access Tokens:
 ![image](https://user-images.githubusercontent.com/30595158/224001979-aba0c67d-dc28-44f8-bf13-cd01f9fe9b48.png)
 
-# 🌐 Org Join:
-1. Org: https://huggingface.co/CognitiveAIForHealth
-2. Join Link: https://huggingface.co/organizations/CognitiveAIForHealth/share/LUIgWlwxqHYTeKWwVGOCaADIJNDBdtOfER
-3. Observe - Verify if you show up in Team list.
-
 # 🌐 Gradio Spaces - Lets set time records for copy/modify pattern
-  1. Concept, Examples, 3 AI Models:  https://huggingface.co/spaces/awacke1/Sentence2Paragraph
   2. Generative AI: https://huggingface.co/spaces/awacke1/Image-to-Line-Drawings
 
 # 🌐 Easy Button in Model Pages - Model Bakeoffs with Gradio:
@@ -61,45 +75,51 @@ My Progression:
 3. Open 3 in new tab, Deploy Spaces.
 
 # 🌐 Top Copy and Modify Examples 
-- Lets set time records for copy/modify pattern - Get these running in your account.
+
+Lets set time records for copy/modify pattern - Get these running in your account.
+
 1. **Cognitive, RLHF**:  [Example 🩺⚕️](https://huggingface.co/spaces/awacke1/Cognitive-AI-Episodic-Semantic-Memory-Demo)
-2. **Big Science Bloom**: https://huggingface.co/spaces/awacke1/BigScienceContinualGenerator
-2. **Clinical Terminology** NER: [Example 🩺⚕️NLP Clinical Ontology Biomedical NER](https://huggingface.co/spaces/awacke1/Biomed-NLP-AI-Clinical-Terminology)
-3. **Torch and Git**:  https://huggingface.co/spaces/awacke1/Image-to-Multilingual-OCR
+2. **Big Science Bloom**: [Example 🩺⚕️](https://huggingface.co/spaces/awacke1/BigScienceContinualGenerator)
+3. **Torch and Git**:  [Example 🩺⚕️](https://huggingface.co/spaces/awacke1/Image-to-Multilingual-OCR)
 4. **Useful QA, NLP and Visualization Models**:
-    - Heatmap, Cluster: https://huggingface.co/spaces/awacke1/NLPSentenceSimilarityHeatmap
-    - QA Context: https://huggingface.co/spaces/awacke1/Question-answering
-    - Seq2Seq: https://huggingface.co/spaces/awacke1/4-Seq2SeqQAT5
-    - MLM: https://huggingface.co/spaces/awacke1/SOTA-MedEntity
-5. **Mapbox with Prompts**: https://huggingface.co/spaces/awacke1/StreamlitPydeckMapVisualViewStateForLatitudeLongitude
+    - Heatmap, Cluster: [Example 🩺⚕️](https://huggingface.co/spaces/awacke1/NLPSentenceSimilarityHeatmap)
+    - QA Context: [Example 🩺⚕️](https://huggingface.co/spaces/awacke1/Question-answering)
+    - Seq2Seq: [Example 🩺⚕️](https://huggingface.co/spaces/awacke1/4-Seq2SeqQAT5)
+    - MLM: [Example 🩺⚕️](https://huggingface.co/spaces/awacke1/SOTA-MedEntity)
+5. **Mapbox with AIPP Prompting Tips**: [Example 🩺⚕️](https://huggingface.co/spaces/awacke1/StreamlitPydeckMapVisualViewStateForLatitudeLongitude)
+6. **Clinical Terminology** NER: [Example 🩺⚕️NLP Clinical Ontology Biomedical NER](https://huggingface.co/spaces/awacke1/Biomed-NLP-AI-Clinical-Terminology)
+
+# 🌐 Curated Copy and Modify Advanced Real Time Video AI:
+🩺⚕️ Yolo Real Time Image Recognition from Webcam: https://huggingface.co/spaces/awacke1/Webcam-Object-Recognition-Yolo-n-Coco
 
-# Curated Copy and Modify:
-    # Advanced NLP ASR Examples:
-        1. 🩺⚕️ https://huggingface.co/spaces/awacke1/ASR-High-Accuracy-Test
-        3. 🩺⚕️ https://huggingface.co/spaces/awacke1/TTS-STT-Blocks
-        4. 🩺⚕️ https://huggingface.co/spaces/awacke1/CloneAnyVoice
+# 🌐 Curated Copy and Modify Advanced NLP ASR Examples:
+1. 🩺⚕️ https://huggingface.co/spaces/awacke1/ASR-High-Accuracy-Test
+2. 🩺⚕️ https://huggingface.co/spaces/awacke1/TTS-STT-Blocks
+3. 🩺⚕️ https://huggingface.co/spaces/awacke1/CloneAnyVoice
 
-❓ **🩺⚕️ Question answering** - Answer questions posed in natural language.  [Example](https://huggingface.co/spaces/awacke1/Question-answering)
-📊 **🩺⚕️ Text classification** - Classify text into different categories.  [Example](https://huggingface.co/spaces/awacke1/sileod-deberta-v3-base-tasksource-nli)
-💬 **🩺⚕️ Text generation** - Generate natural language text.  [Example](https://huggingface.co/spaces/awacke1/Sentence2Paragraph)
-🆕 **🩺⚕️ Generation of new data**: Create new data that resembles existing data. [Example](https://huggingface.co/spaces/awacke1/GenAI-Generate-New-Data-Resembling-Example)
-📊 **Data synthesis**: Synthesize data from multiple sources to create new datasets.  [Example](https://huggingface.co/spaces/awacke1/Data-Synthesizer-Synthesize-From-Multiple-Sources)
-📈 **🩺⚕️ Data augmentation**: Augment existing datasets to make them larger and more diverse.  [Example](https://huggingface.co/spaces/awacke1/Data-Augmentation)
-🩺⚕️ Yolo Real Time Image Recognition from Webcam: https://huggingface.co/spaces/awacke1/Webcam-Object-Recognition-Yolo-n-Coco
+# 🌐 Curated Copy and Modify - NLP and QA
+1. ❓ **🩺⚕️ Question answering** - Answer questions posed in natural language.  [Example](https://huggingface.co/spaces/awacke1/Question-answering)
+2. 📊 **🩺⚕️ Text classification** - Classify text into different categories.  [Example](https://huggingface.co/spaces/awacke1/sileod-deberta-v3-base-tasksource-nli)
+3. 💬 **🩺⚕️ Text generation** - Generate natural language text.  [Example](https://huggingface.co/spaces/awacke1/Sentence2Paragraph)
+4. 🆕 **🩺⚕️ Generation of new data**: Create new data that resembles existing data. [Example](https://huggingface.co/spaces/awacke1/GenAI-Generate-New-Data-Resembling-Example)
+5. 📊 **Data synthesis**: Synthesize data from multiple sources to create new datasets.  [Example](https://huggingface.co/spaces/awacke1/Data-Synthesizer-Synthesize-From-Multiple-Sources)
+6. 📈 **🩺⚕️ Data augmentation**: Augment existing datasets to make them larger and more diverse.  [Example](https://huggingface.co/spaces/awacke1/Data-Augmentation)
 
+# 🌐 RLHF - Reinforcement Learning with Human Feedback - AGI Holy Grail
 🩺⚕️ [ROUGE](https://huggingface.co/spaces/evaluate-metric/rouge)
 🩺⚕️ [BLEU](https://huggingface.co/spaces/evaluate-metric/bleu)
 
-## 🩺⚕️ Hospital Visualizations
+# 🌐  Hospital Visualizations - AI Pair Programming Around a Theme - Try your own state with code in Prompt.
 🩺⚕️ https://huggingface.co/spaces/awacke1/VizLib-TopLargeHospitalsMinnesota
 🩺⚕️ https://huggingface.co/spaces/awacke1/VizLib-TopLargeHospitalsNewJersey
 🩺⚕️ https://huggingface.co/spaces/awacke1/VizLib-TopLargeHospitalsMentalHealth
 🩺⚕️ https://huggingface.co/spaces/awacke1/VizLib-GraphViz-Folium-MapTopLargeHospitalsinWI
 
+# 🌐 Graphs and SVG:
 🩺⚕️ Game Activity Graph: https://huggingface.co/spaces/awacke1/CardGameActivity-GraphViz
 🩺⚕️ SVG Card Generation: https://huggingface.co/spaces/awacke1/VizLib-SVGWrite-Streamlit
 
-## Clinical Smart on FHIR
+# 🌐 Clinical Smart on FHIR:
 🩺⚕️ https://huggingface.co/spaces/awacke1/Assessment-By-Organs
 🩺⚕️ https://huggingface.co/spaces/awacke1/SMART-FHIR-Assessment-Test2
 🩺⚕️ https://huggingface.co/spaces/awacke1/FHIRLib-FHIRKit