Machine Learning Top 10 Articles for the Past Month (v.Dec 2017)

For the past month, we’ve ranked nearly 1,500 Machine Learning articles to pick the Top 10 stories that can help advance your career. (0.7% chance)

• Topics in this list: Alpha Zero, Chess, Capsule Networks, Image Synthesis, Image Restoration, Artwork Personalization, Sequence Modeling, Evolving Stable Strategies, Computer Vision, Neural Networks
• Machine Learning Top 10 (v.Nov): here
• Top 10 for Python, JavaScript, etc. are posted in the publication
• Open source of the month is included at the end.

Mybridge AI ranks articles based on the quality of content measured by our machine and a variety of human factors including engagement and popularity. This is a competitive list and you’ll find the experience and techniques shared by the leading Data Scientists useful.

Rank 1

Alpha Zero: Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm. Courtesy of Demis Hassabis and others at Deepmind

…………. [ Paper ]

…………. [ Video: Deep Mind AI Alpha Zero Sacrifices a Pawn and Cripples Stockfish for the Entire Game ]

Rank 2

High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs. Courtesy of Ming-Yu Liu and others at UC Berkeley and Nvidia Research

Rank 3

Capsule Networks Tutorial — Aurelien Geron (Geoff Hinton on this video: “This is an amazingly good video. I wish I could explain capsules that well”). Courtesy of Aurélien Géron

……… [ Geoff Hinton’s comment ]

Rank 4

Artwork Personalization at Netflix [Part I]. Courtesy of Netflix Technology Blog

………. [ Part 2: Innovating Faster on Personalization Algorithms at Netflix Using Interleaving ]

Rank 5

A Year in Computer Vision. Courtesy of Ben Duffy and Daniel Flynn

Rank 6

Sequence Modeling with CTC. Courtesy of Distill

Rank 7

Improving Palliative Care with Deep Learning. Courtesy of Andrew Ng and others at Stanford ML Group

Rank 8

Evolving Stable Strategies. Courtesy of hard maru at Google Brain

Rank 9

Some Deep Learning with Python, TensorFlow and Keras. Courtesy of Sandipan Dey

Rank 10

Introduction To Neural Networks [Part I]. Courtesy of Ben Gorman at GormAnalysis

………. [ Part II: A Worked Example ]

<Course of the Month>

No 1) Beginner

Data Science Beginner: Go hands-on with the neural network, AI, and machine learning employers are seeking

[47,126 recommends, 4.6/5 stars]

No 2) Linear Regression

Deep Learning Prerequisites: Linear Regression in Python

[12,852 recommends, 4.6/5 stars]

No 3) TensorFlow

Complete Guide to TensorFlow for Deep Learning with Python

[15,487 recommends, 4.6/5 stars]

<Open Source of the Month>

No 1) Image Restoration

Deep-image-prior: Image restoration with neural networks but without learning

[1,967 stars on Github]

No 2) Image Change

StarGAN: Unified Generative Adversarial Networks for Multi-Domain Image-to-Image Translation

[1,778 stars on Github]

No 3) ML Model

AI-Blocks: A powerful and intuitive WYSIWYG interface that allows anyone to create Machine Learning models

[879 stars on Github]

No 4) Neural Network

Skorch: A scikit-learn compatible neural network library that wraps pytorch

[822 stars on Github]

That’s it for Machine Learning Monthly Top 10. If you like this curation, read best daily articles about Machine Learning on our website.

Recommend & share..