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htlin222 / TMLE-explain

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

education text-to-speech statistical-learning tmle biostatistics epidemiology causal-inference video-generation manim python-animation machine-learning-education data-science-visualization

Updated Mar 28, 2026
Python

toy-gpt / train-100-unigram

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

Updated Apr 4, 2026
Python

toy-gpt / train-400-context-3

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

python mkdocs teaching educational reproducibility language-model softmax-regression computer-science-education probabilistic-model uv pyright src-layout machine-learning-education next-token-prediction toy-gpt toy-model inspectable-models three-context-model

Updated Apr 8, 2026
Python

toy-gpt / train-400-context-3-animals

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

python mkdocs teaching educational reproducibility language-model softmax-regression computer-science-education probabilistic-model uv pyright src-layout machine-learning-education next-token-prediction toy-gpt toy-model inspectable-models three-context-model

Updated Apr 4, 2026
Python

toy-gpt / train-301-context-2-llm-glossary

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

python teaching educational reproducibility language-model softmax-regression computer-science-education uv pyright src-layout machine-learning-education next-token-prediction dual-context zensical toy-gpt toy-model inspectable-models two-context-model probabilisitic-model

Updated Apr 4, 2026
Python

toy-gpt / train-100-unigram-animals

Star

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

Updated Apr 4, 2026
Python

toy-gpt / train-201-bigram-llm-glossary

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

Updated Apr 4, 2026
Python

toy-gpt / train-200-bigram-animals

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

Updated Apr 8, 2026
Python

toy-gpt / train-300-context-2-animals

Star

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

python mkdocs teaching educational reproducibility language-model softmax-regression computer-science-education probabilistic-model uv pyright src-layout machine-learning-education next-token-prediction dual-context toy-gpt toy-model inspectable-models two-context-model

Updated Apr 4, 2026
Python

toy-gpt / train-600-attention-3

Star

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

python teaching educational reproducibility language-model softmax-regression computer-science-education probabilistic-model uv pyright src-layout machine-learning-education next-token-prediction zensical toy-gpt toy-model inspectable-models three-context-model three-context

Updated Apr 14, 2026
Python

toy-gpt / train-500-embeddings

Star

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

Updated Apr 14, 2026
Python

toy-gpt / train-600-attention

Star

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

python teaching educational reproducibility language-model softmax-regression computer-science-education probabilistic-model uv pyright src-layout machine-learning-education next-token-prediction dual-context zensical toy-gpt toy-model inspectable-models two-context-model

Updated Apr 14, 2026
Python

toy-gpt / train-300-context-2

Star

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

python mkdocs teaching educational reproducibility language-model softmax-regression computer-science-education probabilistic-model uv pyright src-layout machine-learning-education next-token-prediction dual-context toy-gpt toy-model inspectable-models two-context-model

Updated Apr 8, 2026
Python

toy-gpt / train-200-bigram

Star

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

Updated Apr 8, 2026
Python

ThatTechGuy2023 / train-100-unigram

Star

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

python mkdocs teaching educational reproducibility language-model ruff computer-science-education probabilistic-model uv unigram-model pyright machine-learning-education next-token-prediction toy-gpt toy-model inspectable-models inspectable-model

Updated Jan 28, 2026

toy-gpt / train-401-context-3-llm-glossary

Star

Training repo for Toy GPT: context-3 model + small domain corpus (010_llm_glossary.txt)

python mkdocs teaching educational reproducibility language-model softmax-regression computer-science-education probabilistic-model uv pyright src-layout machine-learning-education next-token-prediction toy-gpt toy-model inspectable-models three-context-model

Updated Apr 4, 2026
Python

itprodirect / Tinker-hello-world-notebooks

Star

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

jupyter-notebook lora tinker fine-tuning wandb weights-and-biases huggingface-datasets llm machine-learning-education

Updated Dec 12, 2025
Jupyter Notebook

toy-gpt / train-302-context-2-repo-tour

Star

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

python mkdocs teaching educational reproducibility language-model softmax-regression computer-science-education probabilistic-model uv pyright src-layout machine-learning-education next-token-prediction dual-context toy-gpt toy-model inspectable-models two-context-model

Updated Apr 14, 2026
Python

Windteediamond676 / train-600-attention-3

Star

Build an attention-based next-token model with context for token prediction and model training

python teaching educational reproducibility language-model softmax-regression computer-science-education probabilistic-model uv pyright src-layout machine-learning-education next-token-prediction zensical toy-gpt toy-model inspectable-models three-context-model three-context

Updated Jul 10, 2026

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machine-learning-education

Here are 19 public repositories matching this topic...

htlin222 / TMLE-explain

toy-gpt / train-100-unigram

toy-gpt / train-400-context-3

toy-gpt / train-400-context-3-animals

toy-gpt / train-301-context-2-llm-glossary

toy-gpt / train-100-unigram-animals

toy-gpt / train-201-bigram-llm-glossary

toy-gpt / train-200-bigram-animals

toy-gpt / train-300-context-2-animals

toy-gpt / train-600-attention-3

toy-gpt / train-500-embeddings

toy-gpt / train-600-attention

toy-gpt / train-300-context-2

toy-gpt / train-200-bigram

ThatTechGuy2023 / train-100-unigram

toy-gpt / train-401-context-3-llm-glossary

itprodirect / Tinker-hello-world-notebooks

toy-gpt / train-302-context-2-repo-tour

Windteediamond676 / train-600-attention-3

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