165 repositories starred since Apr 2010. Mostly machine learning and data, and lately AI and language models.
I like to train Deep Neural Nets on large datasets.
Over time
Each line is a starred repository at the date it was starred. Height is its GitHub stars. Drag across the graph or pick a year to filter the list below.
- Apr 2010: first stars, tweepy, jqfundamentals
- 2017–2019: 5 stars in 3 years
- 2024: 30 stars, 18 in AI & LLMs
- AI & LLMs49
- ML & data70
- Web & apps13
- Infra & backend4
- Libraries & tools4
- Systems & graphics12
- Learning & other13
Drift
Since Jan 2023, AI and language models went from 6% to 65% of new stars, while machine learning and data fell from 61% to 15%.
- Libraries & tools 12%
- Web & apps 12%
- AI & LLMs 69%
Terrain
Categories are regions. Where stars cluster, the ground rises. The most-starred repositories are marked like towns. Select a region to filter.
Findings
2024 was the busiest year: 30 stars, 18 of them in AI & LLMs.
They star established projects: the median repo here has 2,757 stars, and 33% have fewer than 1,000.
20 of their stars are archived or deprecated, and 5 name a successor. Another 70 have had no commits in two years.
The longest pause was 12 months, from May 2021 to May 2022.
Python accounts for 51% of their stars, JavaScript for 10%.
Machine learning & data
- 2024-06-11kvfrans/jax-diffusion-transformer322
Implementation of Diffusion Transformer (DiT) in JAX
Python2024-06-11 - 2024-06-03skypilot-org/skypilot10.8K
The AI Compute Platform for frontier teams. SkyPilot turns fragmented AI compute into one AI supercomputer, so frontier AI teams build custom intelligence faster.
Pythonv0.14.22024-06-03 - 2024-05-133.8K
- 2024-04-17google/gemma.cpp7.1K
lightweight, standalone C++ inference engine for Google's Gemma models.
C++v0.1.42024-04-17 - 2024-04-13BobMcDear/attorch605
A subset of PyTorch's neural network modules, written in Python using OpenAI's Triton.
Python2024-04-13 - 2024-02-21google/gemma_pytorch5.7K
The official PyTorch implementation of Google's Gemma models
ArchivedPython2024-02-21 - 2023-12-0929.1K
- 2023-12-05tatsu-lab/stanford_alpaca30.2K
Code and documentation to train Stanford's Alpaca models, and generate the data.
Python2023-12-05 - 2023-01-30tysam-code/hlb-CIFAR101.3K
Train to 94% on CIFAR-10 in <6.3 seconds on a single A100. Or ~95.79% in ~110 seconds (or less!)
Pythonv0.7.02023-01-30 - 2023-01-2577.4K
- 2022-07-0867
- 2022-07-083.5K
- 2021-05-17princeton-vl/DeepV2D679Python2021-05-17
- 2021-03-051.7K
- 2021-03-03nianticlabs/monodepth24.5K
[ICCV 2019] Monocular depth estimation from a single image
Jupyter Notebook2021-03-03 - 2021-03-01POSTECH-CVLab/PyTorch-StudioGAN3.5K
StudioGAN is a Pytorch library providing implementations of representative Generative Adversarial Networks (GANs) for conditional/unconditional image generation.
Pythonv.0.4.02021-03-01 - 2021-02-16VITA-Group/TransGAN1.7K
[NeurIPS‘2021] "TransGAN: Two Pure Transformers Can Make One Strong GAN, and That Can Scale Up", Yifan Jiang, Shiyu Chang, Zhangyang Wang
Python2021-02-16 - 2021-01-03lucidrains/vit-pytorch25.6K
Implementation of Vision Transformer, a simple way to achieve SOTA in vision classification with only a single transformer encoder, in Pytorch
Python1.17.82021-01-03 - 2020-08-05arogozhnikov/einops9.6K
Flexible and powerful tensor operations for readable and reliable code (for pytorch, jax, TF and others)
Pythonv0.8.22020-08-05 - 2020-07-18maudzung/Complex-YOLOv4-Pytorch1.3K
The PyTorch Implementation based on YOLOv4 of the paper: "Complex-YOLO: Real-time 3D Object Detection on Point Clouds"
Python2020-07-18 - 2020-05-2815.3K
- 2020-05-2214.7K
- 2020-04-03huggingface/transformers168.6K
🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.
Pythonv5.22.22020-04-03 - 2020-03-28huggingface/pytorch-image-models37.3K
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
Pythonv1.0.312020-03-28 - 2019-03-2325.1K
- 2018-05-02roytseng-tw/Detectron.pytorch2.8K
A pytorch implementation of Detectron. Both training from scratch and inferring directly from pretrained Detectron weights are available.
ArchivedPython2018-05-02 - 2017-11-24pytorch/pytorch105.2K
Tensors and Dynamic neural networks in Python with strong GPU acceleration
Pythonv2.15.02017-11-24 - 2016-04-201.6K
- 2016-04-07dritchie/adnn240
Javascript neural networks on top of general scalar/tensor reverse-mode automatic differentiation.
JavaScript2016-04-07 - 2016-04-02481
- 2016-02-172.6K
- 2016-02-04facebookarchive/fb.resnet.torch2.4K
Torch implementation of ResNet from http://arxiv.org/abs/1512.03385 and training scripts
- 2016-02-04pkmital/tensorflow_tutorials5.7K
From the basics to slightly more interesting applications of Tensorflow
Jupyter Notebook2016-02-04 - 2016-02-036.8K
- 2016-01-19712
- 2016-01-19175
- 2015-11-28sherjilozair/char-rnn-tensorflow2.7K
Multi-layer Recurrent Neural Networks (LSTM, RNN) for character-level language models in Python using Tensorflow
Python2015-11-28 - 2015-11-11nlintz/TensorFlow-Tutorials6K
Simple tutorials using Google's TensorFlow Framework
Jupyter Notebook2015-11-11 - 2015-11-10429
- 2015-11-10201.4K
- 2015-09-152.8K
- 2015-09-0118.3K
- 2015-04-12217
- 2015-02-23Newmu/Theano-Tutorials1.3K
Bare bones introduction to machine learning from linear regression to convolutional neural networks using Theano.
Python2015-02-23 - 2015-02-162.8K
- 2015-01-30Sohl-Dickstein/Sum-of-Functions-Optimizer138
Implements SFO minibatch optimizer in Python and MATLAB, and reproduces figures from paper.
Python2015-01-30 - 2014-12-02erikbern/deep-pink833
Deep Pink is a chess AI that learns to play chess using deep learning.
Python2014-12-02 - 2014-08-16jetpacapp/DeepBeliefSDK2.9K
The SDK for Jetpac's iOS Deep Belief image recognition framework
JavaScript2014-08-16 - 2014-04-2060
- 2014-03-27liuliu/ccv7.3K
C-based/Cached/Core Computer Vision Library, A Modern Computer Vision Library
C++2014-03-27
Is this you, @karpathy?
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