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Bali, Raghav

Practical Machine Learning with Python

Bali, Raghav - Practical Machine Learning with Python, ebook

53,80€

Ebook, PDF with Adobe DRM
ISBN: 9781484232071
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Table of contents

Part I. Understanding Machine Learning

1. Machine Learning Basics
Dipanjan Sarkar, Raghav Bali, Tushar Sharma

2. The Python Machine Learning Ecosystem
Dipanjan Sarkar, Raghav Bali, Tushar Sharma

Part II. The Machine Learning Pipeline

3. Processing, Wrangling, and Visualizing Data
Dipanjan Sarkar, Raghav Bali, Tushar Sharma

4. Feature Engineering and Selection
Dipanjan Sarkar, Raghav Bali, Tushar Sharma

5. Building, Tuning, and Deploying Models
Dipanjan Sarkar, Raghav Bali, Tushar Sharma

Part III. Real-World Case Studies

6. Analyzing Bike Sharing Trends
Dipanjan Sarkar, Raghav Bali, Tushar Sharma

7. Analyzing Movie Reviews Sentiment
Dipanjan Sarkar, Raghav Bali, Tushar Sharma

8. Customer Segmentation and Effective Cross Selling
Dipanjan Sarkar, Raghav Bali, Tushar Sharma

9. Analyzing Wine Types and Quality
Dipanjan Sarkar, Raghav Bali, Tushar Sharma

10. Analyzing Music Trends and Recommendations
Dipanjan Sarkar, Raghav Bali, Tushar Sharma

11. Forecasting Stock and Commodity Prices
Dipanjan Sarkar, Raghav Bali, Tushar Sharma

12. Deep Learning for Computer Vision
Dipanjan Sarkar, Raghav Bali, Tushar Sharma

Keywords: Computer Science, Computing Methodologies, Python, Open Source

Author(s)
 
 
Publisher
Springer
Publication year
2018
Language
en
Edition
1
Page amount
25 pages
Category
Information Technology, Telecommunications
Format
Ebook
eISBN (PDF)
9781484232071
Printed ISBN
978-1-4842-3206-4

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