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Data Science from Scratch: First Principles with Python

By: Material type: TextTextPublication details: Shroff Publishers & Distributors Pvt. Ltd. 2019 MumbaiEdition: 2nd edDescription: 384pISBN:
  • 9789352138326
Subject(s): DDC classification:
  • 005.7565 GRU
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Holdings
Item type Current library Item location Collection Call number Status Date due Barcode Item holds
Book Book NIMA Knowledge Centre 9th Floor Reading Zone General 005.7565 GRU (Browse shelf(Opens below)) Checked out 03/10/2025 M0036277
Total holds: 0

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

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