Free eBooks On Data Science Using Python
The Art of Data Science Using Python
In the information and Digital age, data is all around us. Within this data, there are answers to many important questions across many societal domains (politics, business, science, etc.). But if you had access to a large dataset, would you be able to find the answers you seek? The answer is No!
One should acquire a decent understanding of how to handle data, how to gather information from the raw data and visualize it to drive insights.
This set of eBook on Data Science Using Python will help you to learn the basic building blocks of python specifically for Data Science and formalize your Data Science journey using python.
- python (Scipy)
- jupyter notebooks
- pandas
- numpy
- matplotlib
- git
- and many other tools
Learning Python Languages
- Think Python: How to Think Like a Computer Scientist
Allen Downey, 2012 - Python Programming
Wikibooks, 2015 - Learning Python for Data Science
- Mastering Python
GitHub Repo on Python
A logical, reasonably standardized, but flexible project structure for doing and sharing data science work. This repository will help you with learning resources with good examples, dataset, and codes.
- Python Data Science Handbook GitHub Repo
- PyData Handbook
- Python for Data Analysis
- Cookie Cutter Data Science
Data Science Using Python Handbook
- The Data Analytics Handbook
Brian Liou, Tristan Tao, & Declan Shener, 2015
- An Introduction to Data Science
Jeffrey Stanton, 2013 - School of Data Handbook
School of Data, 2015
Python for Data Analysis
It covers topics on data preparation, data munging, data wrangling. It introduces a friendly interface IPython to code. In addition, it also covers NumPy and Pandas.
- Python Machine Learning Algorithms
- What You Need to Know About Machine Learning
- Advanced Python Machine Learning
- Getting Started With Tensorflow
Forming Data Science Teams
- Understanding the Chief Data Officer
Julie Steele, 2015
Data Mining and Machine Learning
- Introduction to Machine Learning
Amnon Shashua, 2008 - Machine Learning
Abdelhamid Mellouk & Abdennacer Chebira, 450 - Machine Learning – The Complete Guide
Wikipedia - Deep Learning
Yoshua Bengio, Ian J. Goodfellow, & Aaron Courville, 2015 - Neural Networks and Deep Learning
Michael Nielsen, 2015 - Deep Learning
Yoshua Bengio, Ian J. Goodfellow, & Aaron Courville, 2015 - Neural Networks and Deep Learning
Michael Nielsen, 2015 - Building Machine Learning Systems with Python
Free eBook on R for Deep Learning Essentials
- Data Mining Algorithms In R
Wikibooks, 2014 - R Deep Learning essentialss
