Index

• Data Science Introduction
• Data Processing
• Data Analysis
  • Network Analysis
  • Statistics
  • Data Mining
  • Machine Learning
• Data Science Application
  • Data Visualization
• Uncategorized
• MOOCs about Data Science
  

Data Science Introduction

• Introduction to Data Science - Jeffery Stanton - Beginner
• Disruptive Possibilities: How Big Data Changes Everything - Jeffrey Needham - Beginner
• Real-Time Big Data Analytics: Emerging Architecture - Mike Barlow - Beginner
• Big Data Now: 2012 Edition - O'Reilly Media Inc. - Beginner
• The Promise and Peril of Big Data - David Bollier - Beginner
• The Evolution of Data Products - Mike Loukides - Beginner
• Data Science: An Introduction - Wikibook - Beginner

Data Processing

• Data-Intensive Text Processing with MapReduce - Jimmy Lin and Chris Dyer - Intermediate

Data Analysis

Network Analysis

• Networks, Crowds, and Markets: Reasoning About a Highly Connected World - David Easley and Jon Kleinberg - Intermediate
• Introduction to SocialNetwork Methods - Robert A. Hanneman and Mark Riddle - Intermediate

Statistics

• Think Stats: Probability and Statistics for Programmers - Allen B. Downey - Beginner
• Advanced Data Analysis from an Elementary Point of View - Cosma Rohilla Shalizi - Veternan
• Applied Data Science - Ian Langmore and Daniel Krasner - Intermediate

Data Mining

• Data Mining and Analysis: Fundamental Concepts and Algorithms - Mohammed J. Zaki and Wagner Meira Jr. - Intermediate
• Mining of Massive Datasets - Anand Rajaraman, Jure Leskovec, and Jeffrey D. Ullman - Intermediate
• The Elements of Statistical Learning - Trevor Hastie, Robert Tibshirani, and Jerome Friedman - Intermediate

Machine Learning

• A First Encounter with Machine Learning - Max Welling - Beginner
• Bayesian Reasoning and Machine Learning - David Barber - Veteran

Data Science Application

Data Visualization

• Ineractive Data Visualization for the Web - Scott Murray - Beginner

Uncategorized

• Data Journalism Handbook - Jonathan Gray, Liliana Bounegru, and Lucy Chambers - Beginner
• Building Data Science Teams - DJ Patil - Beginner
• The Field Guide to Data Science - Beginner

MOOCs about Data Science

• Introduction to Hadoop and MapReduce - Udacity - Beginner
• Introduction to Data Science - Bill Howe (Coursera) - Beginner
• Machine Learning - Andrew Ng (Coursera) - Beginner
• Social Network Analysis - Lada Adamic (Coursera) - Intermediate
• Natural Language Processing - Dan Jurafsky and Christopher Manning (Coursera) - Intermediate
• Social and Economic Networks: Models and Analysis - Matthew O. Jackson (Coursera) - Intermediate
• Data Mining with Weka - Ian H. Witten - Intermediate