机器学习开源项目年度 Top30

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目录

前言

2017年 github.com 上出现了大量开源的机器学习项目,这里精选出获得 star 最多的30个,附有项目地址,快快去尝试吧~


No.1

FastText: Library for fast text representation and classification
一个快速文本表示和分类库
标星:12k+
地址:https://github.com/facebookresearch/fastText
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No.2

Deep-photo-styletransfer: Code and data for paper "Deep Photo Style Transfer"
深度摄影风格转换: 纸张"深度照片风格转移"的代码和数据
标星:10k+
地址:https://github.com/luanfujun/deep-photo-styletransfer
2.png

No.3

The world's simplest facial recognition api for Python and the command line
这是世界上最简单的 Python 和命令行的面部识别 api
标星:10k+
地址:https://github.com/ageitgey/face_recognition
3.png

No.4

Magenta: Music and Art Generation with Machine Intelligence
Magenta: 智能的音乐与艺术创作
标星:8.5k
地址:https://github.com/tensorflow/magenta
444.png

No.5

Sonnet: TensorFlow-based neural network library - DeepMind
Sonnet: 基于 tensorflow 的神经网络库
标星:5.9k+
地址:https://github.com/deepmind/sonnet
555.png

No.6

deeplearn.js: A hardware-accelerated machine intelligence library for the web
Deeplearnjs:一个为 web 而生的硬件加速深度学习库
标星:5.9k+
地址:https://github.com/PAIR-code/deeplearnjs
666.png

No.7

Fast Style Transfer in TensorFlow
TensorFlow 中的快速样式传递
标星:5.2k+
地址:https://github.com/lengstrom/fast-style-transfer
777.png

No.8

AirSim: Open source simulator based on Unreal Engine for autonomous vehicles from Microsoft AI & Research
空气模拟器: 基于虚拟引擎的微软人工智能研究所自主车辆的开源模拟器
标星:4.1k+
地址:https://github.com/Microsoft/AirSim
888.png

No.9

Pysc2: StarCraft II Learning Environment - DeepMind
Pysc2:星际争霸 II 学习环境
标星:3.9k
地址:https://github.com/deepmind/pysc2
999.png

No.10

Facets: Visualizations for machine learning datasets
机器学习数据集的可视化
标星:3.1k+
地址:https://github.com/PAIR-code/facets
1010.png

No.11

Style2Paints: AI colorization of images 2
Style2Paints:智能着色
标星:3k+
地址:https://github.com/lllyasviel/style2paints
1111.png

No.12

Tensor2Tensor: A library for generalized sequence to sequence models - Google Research
Tensor2tensor:一个从广义序列到序列模型的库
标星:3k+
地址:https://github.com/tensorflow/tensor2tensor
1212.png

No.13

Image-to-image translation in PyTorch (e.g. horse2zebra, edges2cats, and more)
基于 PyTorch 的图像风格迁移
标星:3k+
地址:https://github.com/junyanz/pytorch-CycleGAN-and-pix2pix
1313.png

No.14

Faiss: A library for efficient similarity search and clustering of dense vectors - Facebook Research
Faiss:Facebook 开源的相似性搜索类库
标星:2.9k+
地址:https://github.com/facebookresearch/faiss
1414.png

No.15

Fashion-mnist: A MNIST-like fashion product database
一个像跨国公司一样的时装产品数据库
标星:2.9k+
地址:https://github.com/zalandoresearch/fashion-mnist
1515.png

No.16

ParlAI: A framework for training and evaluating AI models on a variety of openly available dialog datasets - Facebook Research
Parlai ——在各种公开的对话数据集上训练和评价人工智能模型的框架
标星:2.7k+
地址:https://github.com/facebookresearch/ParlAI
1616.png

No.17

Fairseq: Facebook AI Research Sequence-to-Sequence Toolkit
研究序列到序列的工具包
标星:2.6k+
地址:https://github.com/facebookresearch/fairseq
1717.png

No.18

Pyro: Deep universal probabilistic programming with Python and PyTorch
Pyro: Python 和 PyTorch 的深度通用概率编程语言
标星:2.6k+
地址:https://github.com/uber/pyro
1818.png

No.19

iGAN: Interactive Image Generation powered by GAN
由 GAN 提供动力的互动图像生成
标星:2.5k+
地址:https://github.com/junyanz/iGAN
1919.png

No.20

Deep-image-prior: Image restoration with neural networks but without learning
用神经网络进行深度图像预处理影像复原
标星:2.5k+
地址:https://github.com/DmitryUlyanov/deep-image-prior
2020.png

No.21

Face_classification: Real-time face detection and emotion/gender classification using fer2013/imdb datasets with a keras CNN model and openCV
人脸分类: 使用 keras CNN 模型和 openCV 的 fer2013 / imdb 数据集实时人脸检测和情感 / 性别分类
标星:2.2k+
地址:https://github.com/oarriaga/face_classification
2121.png

No.22

Speech-to-Text-WaveNet : End-to-end sentence level English speech recognition using DeepMind's WaveNet and tensorflow
WaveNet:用 DeepMind 的 WaveNet 和 tensorflow 进行端到端的英语语音识别
标星:2.1k+
地址:https://github.com/buriburisuri/speech-to-text-wavenet
2222.png

No.23

StarGAN: Unified Generative Adversarial Networks for Multi-Domain Image-to-Image Translation Stargan
StarGan: 多域图像到图像翻译的统一生成对抗网络
标星:2.1k+
地址:https://github.com/yunjey/StarGAN
2323.png

No.24

Ml-agents: Unity Machine Learning Agents
MI-agents:机器学习 Agents,用于创建和模拟游戏,并训练 AI
标星:1.9k+
地址:https://github.com/Unity-Technologies/ml-agents
2424.png

No.25

DeepVideoAnalytics: A distributed visual search and visual data analytics platform
分布式视觉搜索和视觉数据分析平台
标星:1.6k+
地址:https://github.com/AKSHAYUBHAT/DeepVideoAnalytics
2525.png

No.26

OpenNMT: Open-Source Neural Machine Translation in Torch
基于 Torch 框架的开源神经机器翻译
标星:1.5k+
地址:https://github.com/OpenNMT/OpenNMT
2626.png

No.27

Pix2pixHD: Synthesizing and manipulating 2048x1024 images with conditional GANs
Pix2pixhd-使用条件 GANs 合成和处理2048x1024图像
标星:1.4k+
地址:https://github.com/NVIDIA/pix2pixHD
2727.png

No.28

Horovod: Distributed training framework for TensorFlow
Horovod: TensorFlow 分布式训练框架
标星:1k+
地址:https://github.com/uber/horovod
2828.png

No.29

AI-Blocks: A powerful and intuitive WYSIWYG interface that allows anyone to create Machine Learning models
Ai-blocks: 一个强大而直观的 WYSIWYG 界面, 允许任何人创建机器学习模型
标星:1k+
地址:https://github.com/MrNothing/AI-Blocks
2929.png

No.30

Deep neural networks for voice conversion (voice style transfer) in Tensorflow Tensorflow
基于 TensorFlow 的语音转换(语音风格转换)深度神经网络
标星:1k+
地址:https://github.com/andabi/deep-voice-conversion
3030.png

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