Data Science from Scratch: First Principles with Python
Gurs, Joel
Data Science from Scratch: First Principles with Python - 2nd ed - Mumbai Shroff Publishers & Distributors Pvt. Ltd. 2019 - 384p
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
9789352138326
Python (Computer program language) - Database management
005.7565 / GRU
Data Science from Scratch: First Principles with Python - 2nd ed - Mumbai Shroff Publishers & Distributors Pvt. Ltd. 2019 - 384p
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
9789352138326
Python (Computer program language) - Database management
005.7565 / GRU