/utilities

plethora of essentials i might use everyday

Primary LanguageJupyter Notebook

Utility

PyTorch, Python utility functions, loaders, classes etc.

Blogs, Websites, Tools, Youtube Channels and other Resources

This md file is inspired from BAILOOL's repo.

Updates

connected-papers
arxiv-sanity arxivist nlp-playground
Deep Learning Monitor Machine Learning Subreddit Hacker News

Tools

Numba Ray PyTorch Lightning Torch-fidelity Kornia JAX SOLT: Data augmentation in PyTorch

Math

Grant Sanderson Professor Leonard Prof Rob Contemporary Calculus

Probability and Statistics

Visualizing Intro to Prob&Stats Count Bayesie Random Services

Topology and Manifolds

Introduction from Colah's Blog BoundedRationality Blog on Manifolds Allen Hatcher's Page TOPOLOGY WITHOUT TEARS (Book)

Digital Magazines

Distill Gradient Colah?

Blogs

inFERENCe Off the Convex Path explained.ai Bounded Rationality
Agustinus Kristladi's Tech Blog Henry Labs

Resources

Advanced ML Dive into Deep Learning Deep Learning Drizzle Model Zoo

Courses

Probabilistic Graphical Models Deep Generative Models (NYU) Deep Generative Models (Stanford) CS109 Harvard
Data Science Handbook IIT-M DL Google's Crash Course CS228-Notes
OTML Learning From Data

On a Specific Subject

Theory of Deep Learning

Toward theoretical understanding of DL Divergence Minimization Knowledge Distillation Triplet Loss Optimal Transport Kantorovich-Rubinstein Duality

Transfer Learning

CS231 Medium

Variational Inference

Eric Jang Edward Lil'Log Medium Variational Lower Bound Rui Shu

Semantic Segmentation

Jordan Mwiti PyTorch

Machine Translation

Sequence models Speech and Language Processing Attention and Memory

Reinforcement Learning

Reproducing a Deep Reinforcement Learning Paper

Generative Models

Notes on exploring StyleGAN v2 GANs, Wasserstein GAN GANILLA BigGAN?
MGAN Interpolation with Generative Models Style Transfer Losses Theory of Spectral Normalisation

Super-resolution

Image Superresolution

Few Shot Learning

Literature Literature 2: Advances Siamese Neural Networks (PyTorch) Metric Learning
Project: Realistic Neural Talking Head Models

Machine Vision

CV Online

Probabilistic Robotics SLAM Course Project: 3D Face Reconstruction

Datasets

Hacks

Shell SSH Numpy <-> PyTorch

ML schools