Monday, April 18, 2016

Resources for Data Science

Overview (less technical)

Data science for business
Art of Data science

1. Learn machine learning and data mining

  • Top 10 algorithms for data mining
  • Elements of statistical Learning
  • Introduction to statistical learning with R
  • Mining massive datasets
  • Neural networks and deep learning


2. Learn to code

  • Python machine learning

3. Learn databases
  • Learning SQL, 2nd ed.
  • Learning SQL the hard way
4. Learn data visualisation and report
5. Learn big data
  • Learning Spark
  • Mastering Apache Spark
  • Hadoop: The definitive guide
  • Hadoop explained
  • Python ???
  • Big data now: 2014 edition
  • Big data: Principles and Best Practices of Scalable Realtime Data Systems
6. Get hands-on experiences, read/write blogs, boot camps, etc.

References
  • http://www.kdnuggets.com/2016/04/top-10-essential-books-data-enthusiast.html

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