rohitgajawada

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 ;)

PySyft

Perform data science on data that remains in someone else's server

einops

Flexible and powerful tensor operations for readable and reliable code (for pytorch, jax, TF and others)

flashlight

A C++ standalone library for machine learning

pytorch-template

PyTorch deep learning projects made easy.

SuperGluePretrainedNetwork

SuperGlue: Learning Feature Matching with Graph Neural Networks (CVPR 2020, Oral)

siamese-triplet

Siamese and triplet networks with online pair/triplet mining in PyTorch

mlops-course

Learn how to design, develop, deploy and iterate on production-grade ML applications.

ml-surveys

📋 Survey papers summarizing advances in deep learning, NLP, CV, graphs, reinforcement learning, recommendations, graphs, etc.

CornerNet

LoFTR

Code for "LoFTR: Detector-Free Local Feature Matching with Transformers", CVPR 2021, T-PAMI 2022

Multitarget-tracker

Multiple Object Tracker, Based on Hungarian algorithm + Kalman filter.

pytorch-retinanet

Pytorch implementation of RetinaNet object detection.

Bayesian-Neural-Networks

Pytorch implementations of Bayes By Backprop, MC Dropout, SGLD, the Local Reparametrization Trick, KF-Laplace, SG-HMC and more

functorch

functorch is JAX-like composable function transforms for PyTorch.

graphsage-simple

Simple reference implementation of GraphSAGE.

TrackEval

HOTA (and other) evaluation metrics for Multi-Object Tracking (MOT).

stdman

Formatted C++20 stdlib man pages (cppreference)

pytorch-custom-dataset-examples

Some custom dataset examples for PyTorch

Domain-generalization

All about domain generalization

tracking_wo_bnw

Implementation of "Tracking without bells and whistles” and the multi-object tracking "Tracktor"

powerful-benchmarker

A library for ML benchmarking. It's powerful.

EagerMOT

Official code for "EagerMOT: 3D Multi-Object Tracking via Sensor Fusion" [ICRA 2021]

PyTorch-Image-Retrieval

A PyTorch framework for an image retrieval task including implementation of N-pair Loss (NIPS 2016) and Angular Loss (ICCV 2017).

few-shot-object-detection-papers

📄 A paper list of Few-shot Object Detection.

nixos-tutorial

one hour, hands-on

SSD

SSD: A Unified Framework for Self-Supervised Outlier Detection [ICLR 2021]

torch_sampling

Efficient reservoir sampling implementation for PyTorch

sdfood

A personal collection of food in San Diego. (primarily asian food) (in Chinese)

HDML-pytorch