Not a handbook, but an interesting compilation of 25+ interviews with leading data scientists, including
- Josh Wills, Senior Dir. of Data Science, Cloudera
- Abe Cabangbang, Data Scientist, LinkedIn
- Ben Bregman, Product Analyst, Facebook
- Leon Rudyak, Data Analyst, Yelp
- Peter Harrington, Chief Data Scientist, HG Data
- John Yeung, Data Analyst, Flurry
- Santiago Cortes, Data Analyst, HG Data
The three authors are Berkeley university students (business, computer science).
Download the book.