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15大领域,50篇文章,2018年应当这样学习机器学习

AI科技大本营  · 公众号  · AI  · 2018-02-03 15:53

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8、An absolute beginner’s guide to Image Classification with Neural Networks


  • Github【4491收藏】:https://github.com/humphd/have-fun-with-machine-learning

  • 中文版:https://github.com/humphd/have-fun-with-machine-learning/blob/master/README_zh-tw.md



来源:Mozilla


9、Background removal with deep learning


  • 模型:https://towardsdatascience.com/background-removal-with-deep-learning-c4f2104b3157

  • 部署:https://medium.com/@burgalon/deploying-your-keras-model-35648f9dc5fb



作者:Gidi Shperber



面部识别


10、Large Pose 3D Face Reconstruction from a Single Image via Direct Volumetric CNN Regression


  • GitHub:https://github.com/AaronJackson/vrn

  • 论文:https://arxiv.org/abs/1703.07834

  • 博客:http://aaronsplace.co.uk/papers/jackson2017recon/

  • Demo:http://cvl-demos.cs.nott.ac.uk/vrn/



作者:Aaron Jackson


11、Eye blink detection with OpenCV, Python, and dlib


  • 项目:https://www.pyimagesearch.com/2017/04/24/eye-blink-detection-opencv-python-dlib/

  • 论文:http://vision.fe.uni-lj.si/cvww2016/proceedings/papers/05.pdf


作者:Adrian Rosebrock


12、DEAL WITH IT in Python with Face Detection


  • GitHub:https://github.com/burningion/automatic-memes

  • 博客:https://www.makeartwithpython.com/blog/deal-with-it-generator-face-recognition/



作者:Kirk Kaiser



视频稳像


13、Fused Video Stabilization on the Pixel 2 and Pixel 2 XL


  • 博客:https://research.googleblog.com/2017/11/fused-video-stabilization-on-pixel-2.html

  • 测评:https://www.dxomark.com/google-pixel-2-reviewed-sets-new-record-smartphone-camera-quality/



来源:Google Research



目标检测


14、How HBO’s Silicon Valley built “Not Hotdog” with mobile TensorFlow and Keras


  • 博客:https://medium.com/@timanglade/how-hbos-silicon-valley-built-not-hotdog-with-mobile-tensorflow-keras-react-native-ef03260747f3

  • 项目:https://github.com/kmather73/NotHotdog-Classifier



作者:Tim Anglade


15、Object detection: an overview in the age of Deep Learning


  • GitHub:https://github.com/tryolabs/luminoth

  • 论文:https://tryolabs.com/blog/2017/08/30/object-detection-an-overview-in-the-age-of-deep-learning/



来源:Tryolabs


16、How to train your own Object Detector with TensorFlow’s Object

Detector API


  • 博客:https://towardsdatascience.com/how-to-train-your-own-object-detector-with-tensorflows-object-detector-api-bec72ecfe1d9

  • 数据集:https://github.com/datitran/raccoon_dataset

  • 产品化:https://towardsdatascience.com/building-a-real-time-object-recognition-app-with-tensorflow-and-opencv-b7a2b4ebdc32

  • 产品代码:https://github.com/datitran/object_detector_app



作者:Dat Tran


17、Real-time object detection with deep learning and OpenCV


  • 实战:https://www.pyimagesearch.com/2017/09/18/real-time-object-detection-with-deep-learning-and-opencv/

  • 入门:

https://www.pyimagesearch.com/2017/09/11/object-detection-with-deep-learning-and-opencv/;②https://www.pyimagesearch.com/2016/01/04/unifying-picamera-and-cv2-videocapture-into-a-single-class-with-opencv/

③https://www.pyimagesearch.com/2017/08/21/deep-learning-with-opencv/



作者:Adrian Rosebrock



自动驾驶


18、Self-driving Grand Theft Auto V with Python : Intro [Part I]


  • GitHub:https://github.com/sentdex/pygta5

  • 视频:https://www.youtube.com/playlist?list=PLQVvvaa0QuDeETZEOy4VdocT7TOjfSA8a

  • 博客:https://pythonprogramming.net/game-frames-open-cv-python-plays-gta-v/



作者:Sentdex







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