TY  - BOOK
AU  - O'Neil,Cathy
AU  - Schutt,Rachel
TI  - Doing data science: Straight talk from the frontline
SN  - 9789351103189
U1  - 006.31 23
PY  - 2018///
CY  - Mumbai
PB  - O'Reilly, Shroff Publishers & Distributors
KW  - Data mining
KW  - Big data
KW  - Information science
KW  - Data structures (Computer science)
KW  - Database management
KW  - Cyberinfrastructure
N1  - Includes index; Introduction : What is data science? -- Statistical inference, exploratory data analysis, and the data science process -- Algorithms -- Spam filters, naive bayes, and wrangling -- Logistic regression -- Time stamps and financial modeling -- Extracting meaning from data -- Recommendation engines : building a user-facing data product at scale -- Data visualization and fraud detection -- Social networks and data journalism -- Causality -- Epidemiology -- Lessons learned from data competitions : data leakage and model evaluation -- Data engineering : MapReduce, Pregel, and Hadoop -- The students speak -- Next-generation data scientists, hubris, and ethics
ER  -