nitarshan

deep_learning_curriculum

Language model alignment-focused deep learning curriculum

functional-transformer

A pure-functional implementation of a machine learning transformer model in Python/JAX

sha256_project

The SHA-256 Project, developed for NYU Tandon's Applied Cryptography course

cool-retro-term

A good looking terminal emulator which mimics the old cathode display...

anonymous_github

Anonymous Github is a proxy server to support anonymous browsing of Github repositories for open-science code and data.

jaynes

Classic papers from Edwin T. Jaynes converted to latex.

guided-diffusion

Module-0

Module 0 - Fundamentals

cifar5m

CIFAR-5m dataset

reprodl2021

Host repository for the "Reproducible Deep Learning" PhD course

deepul

myriad

Myriad is a real-world testbed that aims to bridge trajectory optimization and deep learning.

do-you-even-need-attention

Is the attention layer even necessary? (https://arxiv.org/abs/2105.02723)

pytorch_influence_functions

This is a PyTorch reimplementation of Influence Functions from the ICML2017 best paper: Understanding Black-box Predictions via Influence Functions by Pang Wei Koh and Percy Liang.

napkin

An Infinitely Large Napkin

jaxrl

JAX (Flax) implementation of algorithms for Deep Reinforcement Learning with continuous action spaces.

TracIn

Implementation of Estimating Training Data Influence by Tracing Gradient Descent (NeurIPS 2020)

jurigged

Hot reloading for Python

torchtyping

Type annotations and dynamic checking for a tensor's shape, dtype, names, etc.

rebiber

A simple tool to update bib entries with their official information (e.g., DBLP or the ACL anthology).

MDPN

Unified notation for Markov Decision Processes PO(MDP)s

vissl

VISSL is FAIR's library of extensible, modular and scalable components for SOTA Self-Supervised Learning with images.

teaching

opt_einsum

⚡️Optimizing einsum functions in NumPy, Tensorflow, Dask, and more with contraction order optimization.

awk-hack-the-planet

Source code repo for Ben Porter (FreedomBen)'s free course on Awk (originally a talk at Linux Fest Northwest 2019 and 2020)

annotated_deep_learning_paper_implementations

🧑‍🏫 60 Implementations/tutorials of deep learning papers with side-by-side notes 📝; including transformers (original, xl, switch, feedback, vit, ...), optimizers (adam, adabelief, sophia, ...), gans(cyclegan, stylegan2, ...), 🎮 reinforcement learning (ppo, dqn), capsnet, distillation, ... 🧠

PRML-Solution-Manual

My Own Solution Manual of PRML

machine-learning-flashcards

Machine learning flashcards

heldout-influence-estimation

academic-application-materials