TY  - BOOK
AU  - Grus Joel
TI  - Data Science from scratch: First principles with python 
SN  - 978-93-5213-096-2
U1  - 519.502855133 23
PY  - 2018///
CY  - New Delhi.
PB  - Shroff Publishers & Distributors
N1  - 1. Introduction
2. A crash course in python
3. Visualizing data
4. Linear Algebra
5. Statistics
6. Probability
7. Hypothesis and inference
8. Gradient Descent
9. Getting Data
10. Working with data
11. Machine learning
12. K-nearest neighbors
13. Naive Bayes
14. Simple linear regression
15. Multiple regression
16. Logistic regression
17. Decision trees
18. Neural networks
19. Clustering
20. Natural language processing
21. Network Analysis
22. Recommender systems
23. Databases and SQL
24. Mapreduce
25. Go forth and do data science

ER  -