• 25 Machine Learning Startups To Watch in 2018

• AI Knowledge Map: How To Classify AI Technologies

• 10 Amazing Examples Of How Deep Learning AI Is Used In Practice?

Reinforcement Learning: Reinforcement Learning An Introduction

Visualization Package

• seaborn

Machine Learning for Visualization

dtreeviz – Decision tree visualization

http://course.fast.ai/index.html

http://course.fast.ai/ml.html

Free Study Resource

• Stanford - Machine Learn https://www.coursera.org/learn/machine-learning/home/week/1

• Data School, https://www.dataschool.io/start/, https://www.youtube.com/dataschool

• fast.ai: http://course.fast.ai

  • fast.ai, machine learning: http://course.fast.ai/ml.html

• Lecture Collection | Convolutional Neural Networks for Visual Recognition.(spring 2017) https://www.youtube.com/playlist?list=PL3FW7Lu3i5JvHM8ljYj-zLfQRF3EO8sYv

• Kaggle Courses: https://www.kaggle.com/learn/overview

• Microsoft Professional Program for Artificial Intelligence https://academy.microsoft.com/en-us/professional-program/tracks/artificial-intelligence/

Book

• Book, Python for Data Analysis: Data Wrangling with Pandas, NumPy, and IPython

• Book, Introduction to Machine Learning with Python: A Guide for Data Scientists

• 書籍: 深入浅出强化学习：原理入门

NLP

How to Prepare Text Data for Machine Learning with scikit-learn

https://machinelearningmastery.com/prepare-text-data-machine-learning-scikit-learn/

TensorFlow

Question answering with TensorFlow

Using advanced neural networks to tackle challenging natural language tasks. https://www.oreilly.com/ideas/question-answering-with-tensorflow

Question answering

https://en.wikipedia.org/wiki/Question_answering

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