15大领域，50篇文章，2018年应当这样学习机器学习

正文

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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：

① 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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