Compile | AI technology base (public ID: rgznai100)

Mybridge, which has always been a great learning resource for developers, recently published a resource article: Top 10 Open Source Projects in machine learning with a brief compilation by AI Tech Base.

(1) The top ten hot articles on machine learning in February are fresh out. Which one should you read? ② Top 10 Python open Source projects with an average STAR of 1128! ③ Here are the Top 10 machine learning articles to help you feel at work! The average Star on Github is 3707. ⑤ we select the Top30 from 8800 open source machine learning projects and recommend them to you.)

▌ Rank 1

Openpose: Is a real-time multi-person keypoint detection library for body, face and hand behavior estimation. Github6199 stars.

Github link: github.com/CMU-Percept…

▌ Rank 2

TensorComprehensions: A specific language used to express the field of machine learning workloads proposed by Facebook Research. [937 stars on Github]

Tensors generation (TC) is a versatile C++ library that automatically synthesizes high-performance machine learning kernels using Halide, ISL, NVRTC, and LLVM frameworks. In addition, the tensor generation also provides the underlying interface, which can seamlessly connect with Caffe2 and PyTorch framework to achieve good compatibility. More details about the library will be covered in our paper, which has been posted on arXiv.

Github link: github.com/facebookres…

▌ Rank 3

Shap: Open source by Scott Lundberg, this project uses expected values and Shapley values to interpret the output of any machine learning model. [Github 821 stars]

Github link: github.com/slundberg/s…


▌ Rank 4

NapkinML: Open source by Erik Linder-Noren, this project is a condensed version of the NumPy library that implements various models in machine learning. [Github 320 stars]

Github link: github.com/eriklindern…

▌ Rank 5

GlobalLocalImageCompletion_TF: by Tony Shin, open source, the project is consistent celebA data set on the global and local image Tensorflow implementation. Github 51 stars.

Github link: github.com/shinseung42…

▌ Rank 6

Obfuscated-gradients: Open sourced by Anish Athalye, this project successfully sidesteps attacks against samples by using an illusion of security that confuses gradients. [Github 277 stars]

Github link: github.com/anishathaly…

▌ Rank 7

Visual- Interaction-Networks – PyTorch: Open source by Mahmoud Gamal, this is the PyTorch implementation of deepMind Visual Interaction Networks. [Github 112 stars]

Github link: github.com/MrGemy95/vi…

▌ Rank 8

Prototypical Networks – for – what – shot – Learning – PyTorch: By Orobix open source, this is a small amount of sample study the prototype of the network of a simple alternative (https://arxiv.org/abs/1703.05175), by PyTorch implementation. [Github 115 stars]

▌ Rank 9

Open source by for. ai, the project is CipherGAN’s TensorFlow implementation. [Github 55 stars]

Github link: github.com/for-ai/Ciph…


▌ Rank 10

PirateAI: Open sourced by Hugo, PirateAI is a human-computer interaction project that trains an autonomous agent (pirate) by simulating an island environment. The training for the project alternated between games (find treasure) and model training sessions (Keras + Hyperopt). [Github 17 stars]

Github link: github.com/HugoCMU/pir…

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