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$$ \large \begin{aligned} &\text{model} : \theta \times \xi \rightarrow (\chi \times \phi) \rightarrow \psi \\ &\text{loss} : \psi \times \psi \rightarrow \ell \\ &\text{optimization} : (\theta \times \xi \times \chi \rightarrow \psi) \rightarrow (\psi \times \psi \rightarrow \ell) \rightarrow \mathcal{D} \rightarrow \theta \times \lambda \times \mathcal{L} \\ &\text{inference} : (\theta \times \kappa \rightarrow \psi) \rightarrow \theta \rightarrow (\chi \times \kappa \times \zeta) \rightarrow \psi \end{aligned} $$

milton's Projects

llm.c icon llm.c

LLM training in simple, raw C/CUDA

microhaskell icon microhaskell

Small autodiff lib and a simple working feedforward neural net in Haskell on top of it, from scratch, zero-deps.

microkanren icon microkanren

The implementation of microKanren, a featherweight relational programming language

phantom icon phantom

A modern aspect language for Pharo Smalltalk

privategpt icon privategpt

Interact with your documents using the power of GPT, 100% privately, no data leaks

pyprobml icon pyprobml

Python code for "Probabilistic Machine learning" book by Kevin Murphy

pytorch3d icon pytorch3d

PyTorch3D is FAIR's library of reusable components for deep learning with 3D data

slic-superpixels icon slic-superpixels

SLIC (Simple Linear Iterative Clustering) Superpixels for pixel clustering and segmentation

sophia-jax icon sophia-jax

JAX implementation of 'Sophia: A Scalable Stochastic Second-order Optimizer for Language Model Pre-training'

tinygrad icon tinygrad

You like pytorch? You like micrograd? You love tinygrad! ❤️

torchtune icon torchtune

A Native-PyTorch Library for LLM Fine-tuning

udlbook icon udlbook

Understanding Deep Learning - Simon J.D. Prince

vision icon vision

Datasets, Transforms and Models specific to Computer Vision

whisper-ctranslate2 icon whisper-ctranslate2

Whisper command line client compatible with original OpenAI client based on CTranslate2.

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