TY - BOOK AU - Gurs, Joel TI - Data Science from Scratch: First Principles with Python SN - 9789352138326 U1 - 005.7565 PY - 2019/// CY - Mumbai PB - Shroff Publishers & Distributors Pvt. Ltd. KW - Python (Computer program language) - Database management 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. Deep Learning 20. Clustering 21. Natural Language Processing 22. Network Analysis 23. Recommender Systems 24. Databases and SQL 25. Map Reduce 26. Data Ethics 27. Go Forth and Do Data Science ER -