機器學習開源項目年度 Top30
前言
2017年 http://github.com 上出現了大量開源的機器學習項目,這裡精選出獲得 star 最多的30個,附有項目地址,快快去嘗試吧~
No.1
FastText: Library for fast text representation and classification
一個快速文本表示和分類庫
標星:12k+
地址:https://github.com/facebookresearch/fastText
No.2
Deep-photo-styletransfer: Code and data for paper "Deep Photo Style Transfer"
深度攝影風格轉換: 紙張"深度照片風格轉移"的代碼和數據
標星:10k+
地址:https://github.com/luanfujun/deep-photo-styletransfer
No.3
The worlds simplest facial recognition api for Python and the command line
這是世界上最簡單的 Python 和命令行的面部識別 api
標星:10k+
地址:https://github.com/ageitgey/face_recognition
No.4
Magenta: Music and Art Generation with Machine Intelligence
Magenta: 智能的音樂與藝術創作
標星:8.5k
地址:https://github.com/tensorflow/magenta
No.5
Sonnet: TensorFlow-based neural network library - DeepMind
Sonnet: 基於 tensorflow 的神經網路庫
標星:5.9k+
地址:https://github.com/deepmind/sonnet
No.6
deeplearn.js: A hardware-accelerated machine intelligence library for the web
Deeplearnjs:一個為 web 而生的硬體加速深度學習庫
標星:5.9k+
地址:https://github.com/PAIR-code/deeplearnjs
No.7
Fast Style Transfer in TensorFlow
TensorFlow 中的快速樣式傳遞
標星:5.2k+
地址:https://github.com/lengstrom/fast-style-transfer
No.8
AirSim: Open source simulator based on Unreal Engine for autonomous vehicles from Microsoft AI & Research
空氣模擬器: 基於虛擬引擎的微軟人工智慧研究所自主車輛的開源模擬器
標星:4.1k+
地址:https://github.com/Microsoft/AirSim
No.9
Pysc2: StarCraft II Learning Environment - DeepMind
Pysc2:星際爭霸 II 學習環境
標星:3.9k
地址:https://github.com/deepmind/pysc2
No.10
Facets: Visualizations for machine learning datasets
機器學習數據集的可視化
標星:3.1k+
地址:https://github.com/PAIR-code/facets
No.11
Style2Paints: AI colorization of images 2
Style2Paints:智能著色
標星:3k+
地址:https://github.com/lllyasviel/style2paints
No.12
Tensor2Tensor: A library for generalized sequence to sequence models - Google Research
Tensor2tensor:一個從廣義序列到序列模型的庫
標星:3k+
地址:https://github.com/tensorflow/tensor2tensor
No.13
Image-to-image translation in PyTorch (e.g. horse2zebra, edges2cats, and more)
基於 PyTorch 的圖像風格遷移
標星:3k+
地址:https://github.com/junyanz/pytorch-CycleGAN-and-pix2pix
No.14
Faiss: A library for efficient similarity search and clustering of dense vectors - Facebook Research
Faiss:Facebook 開源的相似性搜索類庫
標星:2.9k+
地址:https://github.com/facebookresearch/faiss
No.15
Fashion-mnist: A MNIST-like fashion product database
一個像跨國公司一樣的時裝產品資料庫
標星:2.9k+
地址:https://github.com/zalandoresearch/fashion-mnist
No.16
ParlAI: A framework for training and evaluating AI models on a variety of openly available dialog datasets - Facebook Research
Parlai ——在各種公開的對話數據集上訓練和評價人工智慧模型的框架
標星:2.7k+
地址:https://github.com/facebookresearch/ParlAI
No.17
Fairseq: Facebook AI Research Sequence-to-Sequence Toolkit
研究序列到序列的工具包
標星:2.6k+
地址:https://github.com/facebookresearch/fairseq
No.18
Pyro: Deep universal probabilistic programming with Python and PyTorch
Pyro: Python 和 PyTorch 的深度通用概率編程語言
標星:2.6k+
地址:https://github.com/uber/pyro
No.19
iGAN: Interactive Image Generation powered by GAN
由 GAN 提供動力的互動圖像生成
標星:2.5k+
地址:https://github.com/junyanz/iGAN
No.20
Deep-image-prior: Image restoration with neural networks but without learning
用神經網路進行深度圖像預處理影像復原
標星:2.5k+
地址:https://github.com/DmitryUlyanov/deep-image-prior
No.21
Face_classification: Real-time face detection and emotion/gender classification using fer2013/imdb datasets with a keras CNN model and openCV
人臉分類: 使用 keras CNN 模型和 openCV 的 fer2013 / imdb 數據集實時人臉檢測和情感 / 性別分類
標星:2.2k+
地址:https://github.com/oarriaga/face_classification
No.22
Speech-to-Text-WaveNet : End-to-end sentence level English speech recognition using DeepMinds WaveNet and tensorflow
WaveNet:用 DeepMind 的 WaveNet 和 tensorflow 進行端到端的英語語音識別
標星:2.1k+
地址:https://github.com/buriburisuri/speech-to-text-wavenet
No.23
StarGAN: Unified Generative Adversarial Networks for Multi-Domain Image-to-Image Translation Stargan
StarGan: 多域圖像到圖像翻譯的統一生成對抗網路
標星:2.1k+
地址:https://github.com/yunjey/StarGAN
No.24
Ml-agents: Unity Machine Learning Agents
MI-agents:機器學習 Agents,用於創建和模擬遊戲,並訓練 AI
標星:1.9k+
地址:https://github.com/Unity-Technologies/ml-agents
No.25
DeepVideoAnalytics: A distributed visual search and visual data analytics platform
分散式視覺搜索和視覺數據分析平台
標星:1.6k+
地址:https://github.com/AKSHAYUBHAT/DeepVideoAnalytics
No.26
OpenNMT: Open-Source Neural Machine Translation in Torch
基於 Torch 框架的開源神經機器翻譯
標星:1.5k+
地址:https://github.com/OpenNMT/OpenNMT
No.27
Pix2pixHD: Synthesizing and manipulating 2048x1024 images with conditional GANs
Pix2pixhd-使用條件 GANs 合成和處理2048x1024圖像
標星:1.4k+
地址:https://github.com/NVIDIA/pix2pixHD
No.28
Horovod: Distributed training framework for TensorFlow
Horovod: TensorFlow 分散式訓練框架
標星:1k+
地址:https://github.com/uber/horovod
No.29
AI-Blocks: A powerful and intuitive WYSIWYG interface that allows anyone to create Machine Learning models
Ai-blocks: 一個強大而直觀的 WYSIWYG 界面, 允許任何人創建機器學習模型
標星:1k+
地址:https://github.com/MrNothing/AI-Blocks
No.30
Deep neural networks for voice conversion (voice style transfer) in Tensorflow Tensorflow
基於 TensorFlow 的語音轉換(語音風格轉換)深度神經網路
標星:1k+
地址:https://github.com/andabi/deep-voice-conversion
本文由集智小仙女編譯整理自http://Mybridge.co和http://github.com
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