Mikhail Pavlov's starred repositories
pytorch-image-models
The largest collection of PyTorch image encoders / backbones. Including train, eval, inference, export scripts, and pretrained weights -- ResNet, ResNeXT, EfficientNet, NFNet, Vision Transformer (ViT), MobileNetV4, MobileNet-V3 & V2, RegNet, DPN, CSPNet, Swin Transformer, MaxViT, CoAtNet, ConvNeXt, and more
Probabilistic-Programming-and-Bayesian-Methods-for-Hackers
aka "Bayesian Methods for Hackers": An introduction to Bayesian methods + probabilistic programming with a computation/understanding-first, mathematics-second point of view. All in pure Python ;)
albumentations
Fast and flexible image augmentation library. Paper about the library: https://www.mdpi.com/2078-2489/11/2/125
EffectiveTensorflow
TensorFlow tutorials and best practices.
how-to-exit-vim
Below are some simple methods for exiting vim.
stable-baselines
A fork of OpenAI Baselines, implementations of reinforcement learning algorithms
Multitarget-tracker
Multiple Object Tracker, Based on Hungarian algorithm + Kalman filter.
fast-transformers
Pytorch library for fast transformer implementations
YouTokenToMe
Unsupervised text tokenizer focused on computational efficiency
autodidact
A pedagogical implementation of Autograd
pytorch-cnn-finetune
Fine-tune pretrained Convolutional Neural Networks with PyTorch
natural-adv-examples
A Harder ImageNet Test Set (CVPR 2021)
shrinkbench
PyTorch library to facilitate development and standardized evaluation of neural network pruning methods.
sparse_learning
Sparse learning library and sparse momentum resources.
Erlemar.github.io
Data science portfolio
L0_regularization
Learning Sparse Neural Networks through L0 regularization
torch-blocksparse
Block-sparse primitives for PyTorch
trunklucator
Python module for data scientists for quick creating annotation projects.
practical-rl
Reinforcement learning in Julia. Solving OpenAI gym.
kaggle_amazon_from_space
Here my code from kaggle competition "Planet: Understanding the Amazon from Space"
hyperstate
Opinionated library for managing hyperparameters and mutable state of machine learning training systems.
mac-virtual-camera
Simple Virtual Camera for Mac