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stepthom authored Oct 8, 2019
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## Table of Contents

- [Overviews of Data Analytics](#overviews-of-data-analytics)
- [Podcasts](#Podcasts)
- [Books](#books)
- [Podcasts](#Podcasts)
- [Case Studies, Use Cases, Blogs, Papers](#case-studies-use-cases-blogs-papers)
- [Data Analytics Process](#data-analytics-process)
- [Models and Algorithms](#models-and-algorithms)
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- [Software Engineering for Data Science](#software-engineering-for-data-science)
- [Misc](#misc)

## Books
# Books

- [Deep Learning - The Straight Dope](http://gluon.mxnet.io/#)
- [Reinforcement Learning: An Introduction](http://www.incompleteideas.net/book/the-book-2nd.html)
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- [Seeing Theory - A visual introduction to probability and statistics](https://seeing-theory.brown.edu/index.html)
- [Interpretable Machine Learning. A Guide for Making Black Box Models Explainable.](https://christophm.github.io/interpretable-ml-book/)

## Popular Press Books

- [Rebooting AI: Building Artificial Intelligence We Can Trust](https://www.amazon.com/Rebooting-AI-Building-Artificial-Intelligence-ebook/dp/B07MYLGQLB). Gary Marcus. 2019. [Commentary by Matt Turck.](https://mattturck.com/marcus)
- [The AI Advantage: How to Put the Artificial Intelligence Revolution to Work (Management on the Cutting Edge)](https://www.amazon.com/Advantage-Artificial-Intelligence-Revolution-Management/dp/0262039176). Thomas H. Davenport. 2018.
- [Applied Artificial Intelligence: A Handbook For Business Leaders](https://www.amazon.com/Applied-Artificial-Intelligence-Handbook-Business/dp/0998289027). Mariya Yao. 2018.

# Podcasts

- [O'Reilly Data Show ](https://www.oreilly.com/topics/oreilly-data-show-podcast)
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