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ai-reading-list

Up to date list of the most interesting papers in AI

ape_osx

Updated install scripts for OSX data science stack

awesome-free-deep-learning-papers

bigvalley

coursera-ml

Completed assignments from Coursera Machine Learning course - March 2014

courses

fast.ai Courses

cs224n-winter17-notes

Course notes for CS224N Winter17

decisiontrees

Seminar work "Decision Trees - An Introduction" with presentation, seminar paper, and Python implementation

deep-ttf

Survival analsyis and time-to-failure predictive modeling using Weibull distributions and Recurrent Neural Networks in Keras

deeplearningbook

MIT Deep Learning Book in PDF format

dirichlet-process

Introduction to Nonparametric Bayes, Infinite Mixture Models, and the Dirichlet Process (+ McDonald's)

dl-setup

Instructions for setting up the software on your deep learning machine

dotfiles

dupq

ex_chainers

chainers

fasttext

Library for fast text representation and classification.

fasttext.py

A Python interface for Facebook fastText

infinite_ae_cf

[ NeurIPS '22 ] ∞-AE model's implementation in JAX. Kernel-only method outperforms complicated SoTA models with a closed-form solution and a single hyper-parameter.

instructor-embedding

One Embedder, Any Task: Instruction-Finetuned Text Embeddings

interactive-coding-challenges

Continually updated, interactive, test-driven Python coding interview challenges (algorithms and data structures).

keras-resnet

Residual networks implementation using Keras-1.0 functional API

lazysort

A partially and lazily sorted list data structure for Python

lda-c

This is a C implementation of variational EM for latent Dirichlet allocation (LDA), a topic model for text or other discrete data.

lean

Lean Algorithmic Trading Engine by QuantConnect (C#, Python, F#)

lucius

Lucius color scheme

maximum-awesome

Config files for vim and tmux.

ml-design-patterns

Source code accompanying O'Reilly book: Machine Learning Design Patterns

ml-systems

papers on large-scale machine learning and systems

nanogpt

The simplest, fastest repository for training/finetuning medium-sized GPTs.

openmlops