video_id stringlengths 11 11 | title stringlengths 32 82 | thumbnail_url stringlengths 48 48 | title_neg stringlengths 32 82 |
|---|---|---|---|
BOPOX_mTS0g | Causal Effects | An introduction | How to Build ML Solutions (w/ Python Code Walkthrough) | |
4RAvJt3fWoI | 3 Ways to Make a Custom AI Assistant | RAG, Tools, & Fine-tuning | Causal Effects via Propensity Scores | Introduction & Python Code | |
0cf7vzM_dZ0 | Prompt Engineering: How to Trick AI into Solving Your Problems | Dimensionality Reduction & Segmentation with Decision Trees | Python Code | |
LRLH_yIxHrI | Why I Quit My $150,000 Data Science Job | LLM Workflows: From Automation to AI Agents (with Python) | |
pJ_nCklQ65w | How to Deploy ML Solutions with FastAPI, Docker, & AWS | Causal Discovery | Inferring causality from observational data | |
3PIqhdRzhxE | Local LLM Fine-tuning on Mac (M1 16GB) | 3 Reasons Businesses Should NOT Use AI | |
QvxuR8uLPFs | How to Build Customer Segments with AI (Real-World Use Case) | Fine-tuning Multimodal Embeddings on Custom Text-Image Pairs | |
wJ794jLP2Tw | Automating Data Pipelines with Python & GitHub Actions [Code Walkthrough] | Causal Effects | An introduction | |
uItWjWjH_Rs | How I (Vibe) Code with Cursor + Python | Pareto, Power Laws, and Fat Tails | |
bNmC_N4X1lk | How to Solve Problems with Text Embeddings and ML (Dallas AI - Summer School 2025) | I Fine-tuned FLUX.1 on My Face (and how you can too) | |
-AA0xw5xeQU | 5 AI Projects For People in a Hurry (w/ Python) | Causal Effects via the Do-operator | Overview & Example | |
YOvxh_ma5qE | Multimodal Embeddings: Introduction & Use Cases (with Python) | 5 Reasons Why Every Data Scientist Should Consider Freelancing | |
WDjzgnqyz4s | Principal Component Analysis (PCA) | Introduction & Example (Python) Code | The Problem With AI (in 2025) #ai #software | |
4QHg8Ix8WWQ | Fine-Tuning BERT for Text Classification (w/ Example Code) | Causal Effects via DAGs | How to Handle Unobserved Confounders | |
B6a64wdD7Zs | An Introduction to Decision Trees | Gini Impurity & Python Code | How to Build a Notion AI Agent (in 18 minutes) | |
982V2ituTdc | How to Improve LLM Apps with Error Analysis | How to Create a Custom Email Signature in Gmail (2024) | |
WqASiuM4a-A | Causality: An Introduction | How (naive) statistics can fail us | My AI Development Setup (From Scratch) | |
CTu8JNLq5ZU | 5 Reasons Why Every Data Scientist Should Consider Freelancing | Text Embeddings, Classification, and Semantic Search (w/ Python Code) | |
6VcXukJuGA0 | LLM in a Loop: Automate feedback with evals | How to Make a Data Science Portfolio With GitHub Pages (2024) | |
Ot2c5MKN_-w | Multimodal AI: LLMs that can see (and hear) | I Have 90 Days to Make $10k/mo—Here's my plan | |
ZaXpMou55lw | 10 Decision Trees are Better Than 1 | Random Forest & AdaBoost | An Introduction to AI Agents (for 2025) | |
poGxnBR3hEU | Multi-kills: How to Do More With Less (no, not by multi-tasking) | Principal Component Analysis (PCA) | Introduction & Example (Python) Code | |
CVcpOjwWDlw | The Problem With AI (in 2025) #ai #software | QLoRA—How to Fine-tune an LLM on a Single GPU (w/ Python Code) | |
sxvyBxLVvKs | How to Communicate Effectively (as a Data Scientist) | The Mapper Algorithm | Overview & Python Example Code | |
tFHeUSJAYbE | A Practical Introduction to Large Language Models (LLMs) | Prompt Engineering: How to Trick AI into Solving Your Problems | |
ZaY5_ScmiFE | An Introduction to AI Agents (for 2025) | 10 Decision Trees are Better Than 1 | Random Forest & AdaBoost | |
TwVl4aA5qtk | I Was Wrong About YouTube (what I learned) | How to Build Your 1st MCP Server with Python (AgentCon Dallas - 2025) | |
NjMD1bGBNqw | How to Create a Custom Email Signature in Gmail (2024) | 5 Questions Every Data Scientist Should Hardcode into Their Brain | |
BUTjcAjfMgY | ML Foundations for AI Engineers (in 34 Minutes) | How I (Vibe) Code with Cursor + Python | |
GgLaP4Des1Q | Independent Component Analysis (ICA) | EEG Analysis Example Code | I Spent $716.46 Talking to Data Scientists on Upwork—Here’s what I learned. | |
N3vHJcHBS-w | Model Context Protocol (MCP) Explained in 20 Minutes | How to Be Antifragile | 7 Practical Tips | |
tufdEUSjmNI | Causal Discovery | Inferring causality from observational data | 3 Ways to Make a Custom AI Assistant | RAG, Tools, & Fine-tuning | |
ZLbVdvOoTKM | How to Build an LLM from Scratch | An Overview | An Introduction to Decision Trees | Gini Impurity & Python Code | |
e3p9-hYxwSQ | How I’d Learn AI in 2025 (if I could start over) | How to Improve LLM Apps with Error Analysis | |
dm-BWjyYQpw | Causal Effects via Propensity Scores | Introduction & Python Code | AI for Business: A (non-technical) introduction | |
Q2HxSfS6ADo | Your LLM Prompts Suck... here's how to fix them. | Topological Data Analysis (TDA) | An introduction | |
OnIQrDiTtRM | How to Build Data Pipelines for ML Projects (w/ Python Code) | Fine-tuning LLMs on Human Feedback (RLHF + DPO) | |
Ylz779Op9Pw | How to Improve LLMs with RAG (Overview + Python Code) | How to Build Customer Segments with AI (Real-World Use Case) | |
7Oy2NmPwJXo | I Quit My Job… Here’s How Much I Made 1 Year Later | Model Context Protocol (MCP) Explained in 20 Minutes | |
Dke017sUIkE | My First $10,000 Month (as an entrepreneur) | Multimodal Embeddings: Introduction & Use Cases (with Python) | |
ASU5HG5EqTM | Causal Effects via DAGs | How to Handle Unobserved Confounders | Fine-Tuning BERT for Text Classification (w/ Example Code) | |
tMiQIxSX64c | 5 AI Projects You Can Build This Weekend (with Python) | The Wavelet Transform | Introduction & Example Code | |
nPQkBGf55YA | 30 AI Buzzwords Explained (in 22 Minutes) | I Quit My Job… Here’s How Much I Made 1 Year Later | |
XQWhJsXu0sY | What Nature Can Teach Us About Business... | Multimodal RAG: A Beginner-friendly Guide (with Python Code) | |
gp29_P3_lgo | My $100,000+ Data Science Resume (what got me hired) | Detecting Power Laws in Real-world Data | w/ Python Code | |
R5WXaxmb6m4 | How to Build a Resume Optimizer with AI (Code Walkthrough) | I Was Wrong About YouTube (what I learned) | |
bbVoDXoPrPM | Fine-tuning LLMs on Human Feedback (RLHF + DPO) | My $100,000+ Data Science Resume (what got me hired) | |
m19FqRrmvIE | Why Conflict Is Good & How You Can Use It | I Built an AI App in 4 days... here's how. | |
V1BR2tb_e8g | My AI Development Setup (From Scratch) | The Fast Fourier Transform | How does it (actually) work? | |
JgWV1skSpEc | I Spent $716.46 Talking to Data Scientists on Upwork—Here’s what I learned. | How to Deploy ML Solutions with FastAPI, Docker, & AWS | |
xm9devSQEqU | 4 Skills You Need to Be a Full-Stack Data Scientist | LLM in a Loop: Automate feedback with evals | |
Nm_mmRTpWLg | LLM Workflows: From Automation to AI Agents (with Python) | Why I Quit My $150,000 Data Science Job | |
hOLBrIjRAj4 | Fine-Tuning Text Embeddings For Domain-specific Search (w/ Python) | Shit Happens, Stay Solution Oriented | |
ayGdRbMDZcU | How to Improve AI Apps with (Automated) Evals | My First $10,000 Month (as an entrepreneur) | |
-sL7QzDFW-4 | How to Evaluate (and Improve) Your LLM Apps | The Hugging Face Transformers Library | Example Code + Chatbot UI with Gradio | |
3JsgtpX_rpU | 3 AI Use Cases (that are not a chatbot) | Compressing Large Language Models (LLMs) | w/ Python Code | |
OLmKFj-_5Uw | AI Essentials for Entrepreneurs (in 17 Minutes) | Persistent Homology | Introduction & Python Example Code | |
O72uByJlnMw | Causal Effects via Regression w/ Python Code | How to Solve Problems with Text Embeddings and ML (Dallas AI - Summer School 2025) | |
nSH2vZjb2TA | My PhD Defense [Applied Physics and AI Research] | Local LLM Fine-tuning on Mac (M1 16GB) | |
eC6Hd1hFvos | Fine-tuning Large Language Models (LLMs) | w/ Example Code | How to Manage Data Science Projects | |
pNg2DJ4spXg | Python QuickStart for People Learning AI [Mini-Course] | Multi-kills: How to Do More With Less (no, not by multi-tasking) | |
fpL5fMmJHqk | Topological Data Analysis (TDA) | An introduction | How to Build a Resume Optimizer with AI (Code Walkthrough) | |
8z-WPpP1_-8 | AI for Business: A (non-technical) introduction | Causal Effects via Regression w/ Python Code | |
mj86XmfOniY | Time Series, Signals, & the Fourier Transform | Introduction | 30 AI Buzzwords Explained (in 22 Minutes) | |
XpoKB3usmKc | QLoRA—How to Fine-tune an LLM on a Single GPU (w/ Python Code) | How to Communicate Effectively (as a Data Scientist) | |
Z6CmuVEi7QY | How I'd Learn Data Science (if I could start over) | Multimodal AI: LLMs that can see (and hear) | |
jan07gloaRg | The Hugging Face Transformers Library | Example Code + Chatbot UI with Gradio | How to Evaluate (and Improve) Your LLM Apps | |
6qCrvlHRhcM | How to Build ML Solutions (w/ Python Code Walkthrough) | Your LLM Prompts Suck... here's how to fix them. | |
czvVibB2lRA | The OpenAI (Python) API | Introduction & Example Code | I Spent $675.92 Talking to Top Data Scientists on Upwork—Here’s what I learned | |
Wcqt49dXtm8 | Pareto, Power Laws, and Fat Tails | How I'd Learn Data Science (if I could start over) |
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