Data Science from scratch : First principles with python / Joel Grus.

By: Grus JoelMaterial type: Text

TextPublication details: New Delhi. Shroff Publishers & Distributors; 2018. Edition: 2018Description: 311 p . ; softbound 17x23cmISBN: 978-93-5213-096-2DDC classification: 519.502855133

Contents:

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

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Item type	Current library	Collection	Call number	Status	Date due	Barcode
Books	Tetso College Library Science and Technology	Non-fiction	519.502855133 GRU (Browse shelf(Opens below))	Available		8460

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

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