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dalle-mini

DALL·E Mini - Generate images from a text prompt

dalle-mini-rl

Fine-tuning Dalle-Mini with RL to not produce NSFW images

deep_learning_curriculum

Language model alignment-focused deep learning curriculum

easy-transformer-speedy

elk

Keeping language models honest by directly eliciting knowledge encoded in their activations. Building on "Discovering latent knowledge in language models without supervision" (Burns et al. 2022)

equinox

Callable PyTrees and filtered transforms => neural networks in JAX. https://docs.kidger.site/equinox/

factored_cognition

fancy_einsum

Einsum with einops style variable names

flax_minimal_gpt

This is a minimal implementation of a GPT style transformer model in FLAX, mostly done for learning purposes.

image_to_text_rlhf

littlebookofsemaphores

Python answers to Puzzles in The Little Book of Semaphores

minimal-opt

minitorch

ml-interviews-book-answers

Answers to https://huyenchip.com/ml-interviews-book/

mlab2_pre_exercises

Pre-course exercises for the August 2022 MLAB cohort.

module-0

Module 0 - Fundamentals

module-1

Module 1 - Autodifferentiation

module-2

Module 2 - Tensors

module-3

Module 3 - Efficiency

numpy-100

100 numpy exercises (with solutions)

pytorch

Tensors and Dynamic neural networks in Python with strong GPU acceleration

sorting-transformer-interp

A mechanistic interpretability project meant to analyze how a simple transformer learns to sort a sequence of 10 digits.

trl_custom

Applying Reinforcement Learning from Human Feedback to language models to teach them to write short story responses to writing prompts.