各大AI 开放平台一览

1、百度AI(http://ai.baidu.com/)
2、腾讯AI 开放平台(https://ai.qq.com/)
3、阿里人工智能(https://open.bot.tmall.com/)
4、网易人工智能(https://ai.163.com/#/m/overview)
5、亚马逊人工智能服务(https://amazonaws-china.com/cn/events/amazon-ai/)
6、Inter 英特尔人工智能服务(https://software.intel.com/zh-cn/ai-academy/)
7、京东AI(http://neuhub.jd.com/)
8、海康威视 AI(https://open.hikvision.com/)
9、Face++ AI(https://www.faceplusplus.com.cn/)
10、小米小爱 AI(https://xiaoai.mi.com/)
11、搜狗 AI(http://ai.sogou.com/)
12、OLAMI 欧拉密 AI(https://cn.olami.ai/open/website/home/home_show)
13、讯飞 AI(https://www.xfyun.cn/)
14、Azure AI(https://azure.microsoft.com/zh-cn/overview/ai-platform/)

机器学习平台

1、百度BML(https://cloud.baidu.com/product/bml.html)
2、百度infinite(https://cloud.baidu.com/product/infinite.html)
3、阿里PAI(https://data.aliyun.com/product/learn)
4、腾讯Ti(https://tio.cloud.tencent.com/)
5、同盾机器学习平台(https://www.tongdun.cn/product/coreFunc/machineLearn)
6、苏宁机器学习平台(http://www.suningcloud.com/solution/detail/id_261.html)
7、京东机器学习平台(http://quickai.jd.com)
8、金山机器学习平台(https://www.ksyun.com/post/product/KML)
9、微软Azure ML(https://azure.microsoft.com/zh-cn/services/machine-learning-studio/)
10、联想机器学习平台(https://bigdata.lenovo.com/leapHyperMiner.html)
11、R2(https://r2ai.com.cn/)
12、H2O(https://www.h2o.ai/)

AI开发框架

Tensorflow(https://tensorflow.google.cn/)
SparkMLlib(http://spark.apache.org/mllib/)
Pytorch(https://pytorch.org/)
MxNet(http://mxnet.incubator.apache.org/)
SKlearn(https://scikit-learn.org/stable/)
Apache Singa(http://singa.incubator.apache.org/en/index.html)
Apache Mahout(http://mahout.apache.org/)
PaddlePaddle(http://www.paddlepaddle.org/)
Keras(https://keras.io/)
SQLFlow(https://github.com/sql-machine-learning/sqlflow)
CNTK(https://docs.microsoft.com/en-us/cognitive-toolkit/)

开源NLP库

开源NLP（自然语言处理）库的功能对比

Spark NLP
spaCy
NLTK
OpenNLP
Stanford CoreNLP

AutoML

Auto-Sklearn(https://github.com/automl/auto-sklearn)
Auto-weka(https://github.com/automl/pyautoweka)
Auto-Keras(https://autokeras.com/)
MLBox(https://github.com/AxeldeRomblay/mlbox)
TransmogrifAI(https://github.com/salesforce/TransmogrifAI) Auto-Pytorch(https://github.com/automl/Auto-PyTorch)项目处于早期，只针对特定数据

开源模型

NLP

GPT-2(https://github.com/openai/gpt-2)
ERNIE(https://github.com/PaddlePaddle/LARK/tree/develop/ERNIE)(预训练模型https://ernie.bj.bcebos.com/ERNIE.tgz)(训练集https://ernie.bj.bcebos.com/task_data.tgz)
BERT(https://github.com/google-research/bert)
情感分析Senta--百度(https://github.com/baidu/Senta)

知识图谱

Protege(https://protege.stanford.edu/products.php)

语音识别模型

阿里DFSMN(https://github.com/alibaba/Alibaba-MIT-Speech)
百度deepSpeech(https://github.com/PaddlePaddle/DeepSpeech)

图像识别

YOLOv3(https://pjreddie.com/darknet/)
Google EfficientNets(https://arxiv.org/abs/1905.11946)(https://github.com/tensorflow/tpu/tree/master/models/official/efficientnet)

OCR

tesseract(https://github.com/tesseract-ocr/tesseract)
paddleocr(https://github.com/PaddlePaddle/PaddleOCR)

机器学习算法包

lightGBM(https://lightgbm.readthedocs.io/en/latest/)
XGBoost(https://xgboost.readthedocs.io/en/latest/)

数据集

百度(http://ai.baidu.com/broad)