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Mihai's starred repositories

kubernetes-the-hard-way

Bootstrap Kubernetes the hard way. No scripts.

Apache-2.040270 968 406

pytorch-lightning

Pretrain, finetune and deploy AI models on multiple GPUs, TPUs with zero code changes.

Language:PythonApache-2.027812 247 7025

pytorch_geometric

Graph Neural Network Library for PyTorch

Language:PythonMIT20825 252 3501

scientific-visualization-book

An open access book on scientific visualization using python and matplotlib

Language:PythonNOASSERTION10219 188 43

techniques

Techniques for deep learning with satellite & aerial imagery

Apache-2.08310 269 23

denoising-diffusion-pytorch

Implementation of Denoising Diffusion Probabilistic Model in Pytorch

Language:PythonMIT7779 33 287

consistency_models

Official repo for consistency models.

Language:PythonMIT6056 60 51

GPU-Puzzles

Solve puzzles. Learn CUDA.

Language:Jupyter NotebookMIT5531 29 28

SwinIR

SwinIR: Image Restoration Using Swin Transformer (official repository)

Language:PythonApache-2.04299 53 144

lightning-hydra-template

PyTorch Lightning + Hydra. A very user-friendly template for ML experimentation. ⚡🔥⚡

Language:Python3997 27 243

awesome-implicit-representations

A curated list of resources on implicit neural representations.

TransGAN

[NeurIPS‘2021] "TransGAN: Two Pure Transformers Can Make One Strong GAN, and That Can Scale Up", Yifan Jiang, Shiyu Chang, Zhangyang Wang

Language:PythonNOASSERTION1634 33 69

tigramite

Tigramite is a python package for causal inference with a focus on time series data. The Tigramite documentation is at

Language:Jupyter NotebookGPL-3.01273 40 195

lovely-tensors

Tensors, for human consumption

Language:Jupyter NotebookMIT1083 10 21

DiffusionFastForward

DiffusionFastForward: a free course and experimental framework for diffusion-based generative models

Language:Jupyter NotebookMIT565 9 8

predicting-poverty

Combining satellite imagery and machine learning to predict poverty

Language:Jupyter NotebookMIT444 41 27

climetlab

Python package for easy access to weather and climate data

Language:PythonApache-2.0368 31 39

torch-harmonics

Differentiable signal processing on the sphere for PyTorch

Language:Jupyter NotebookNOASSERTION310 80

attention-gym

Helpful tools and examples for working with flex-attention

Language:PythonBSD-3-Clause277 5 10

skillful_nowcasting

Implementation of DeepMind's Deep Generative Model of Radar (DGMR) https://arxiv.org/abs/2104.00954

Language:PythonMIT208 5 40

CLD-SGM

Score-Based Generative Modeling with Critically-Damped Langevin Diffusion

Language:PythonNOASSERTION195 27 8

graph_weather

PyTorch implementation of Ryan Keisler's 2022 "Forecasting Global Weather with Graph Neural Networks" paper (https://arxiv.org/abs/2202.07575)

Language:PythonMIT183 7 73

PM2.5-GNN

PM2.5-GNN: A Domain Knowledge Enhanced Graph Neural Network For PM2.5 Forecasting

Language:PythonMIT158 4 19

ldcast

Latent diffusion for generative precipitation nowcasting

Language:PythonApache-2.097 9 20

predicting-poverty-replication

A Python3 and PyTorch replication of Jean et al. (2016). Original paper Github: https://github.com/nealjean/predicting-poverty

Language:Jupyter NotebookMIT82 5 4

py-openaq

Python wrapper for the Open AQ API

Language:PythonMIT63 8 29

astroddpm

A denoising diffusion probabilistic model synthesises galaxies that are qualitatively and physically indistinguishable from the real thing.

Language:ShellAGPL-3.048 5 2

lamp

[ICLR23] First deep learning-based surrogate model that jointly learns the evolution model and optimizes computational cost via remeshing

Language:PythonMIT36 410

pyaerocom

Python tools for climate and air quality model evaluation

Language:PythonGPL-3.024 10 548

ensemble_transformer

Official PyTorch implementation of "Self-Attentive Ensemble Transformer: Representing Ensemble Interactions in Neural Networks for Earth System Models".

Language:Jupyter NotebookMIT13 1 6