machine-learning-education

Animated educational video generator for Targeted Maximum Likelihood Estimation (TMLE) causal inference using Manim animations and Chinese TTS narration

A bilingual Jupyter Book that teaches reinforcement learning through failure cases and ablation experiments.

Training repo for Toy GPT: unigram model + small structured corpus (001_animals.txt)

Training repo for Toy GPT: unigram + small neutral corpus (000_cat_dog.txt)

Training repo for Toy GPT: Context-2 model with embeddings + small domain corpus (030_analytics.txt). Much more efficient use of space.

Training repo for Toy GPT: context-3 model + small structured corpus (001_animals.txt)

Training repo for Toy GPT: Context-3 model + small neutral corpus (000_cat_dog.txt)

Training repo for Toy GPT: Context-2 model with attention + small domain corpus (030_analytics.txt). Attention requires scale.

Training repo for Toy GPT: bigram + small neutral corpus (000_cat_dog.txt)

Training repo for Toy GPT: Context-2 model + small neutral corpus (000_cat_dog.txt)

Training repo for Toy GPT: context-2 model + small domain corpus (010_llm_glossary.txt)

Training repo for Toy GPT: bigram model + small domain corpus (010_llm_glossary.txt)

Training repo for Toy GPT: Context-3 model with attention + small domain corpus (030_analytics.txt). Attention requires scale.

Training repo for Toy GPT: context-2 model + small structured corpus (001_animals.txt)

Training repo for Toy GPT: bigram model + small structured corpus (001_animals.txt)

🚀 Train a custom unigram model using simple and efficient methods, enabling easy adoption for natural language processing tasks.

Structured a 6-month AI/ML internship curriculum, including a dedicated research month, to bridge the gap between academia and industry.

Small Tinker + LoRA notebook sandbox with Pig Latin & basketball datasets and Weights & Biases logging.

Training repo for Toy GPT: context-2 model + small domain corpus (repo tour)

An ~8M parameter LLM that talks like a tiny robot vacuum.