Pragmatic Machine Learning with Python: Learn How to Deploy Machine Learning Models in Production (English Edition)
Language: English
Published by BPB Publications, 2020
- Softcover
- New
Seller: California Books, Miami, FL, U.S.A.California Books
AbeBooks seller since October 27, 2023
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Add to basketSeller Inventory # I-9789389845365
- Title
- Pragmatic Machine Learning with Python: Learn How to Deploy Machine Learning Models in Production (English Edition)
- Author
- Nag, Avishek
- Publisher
- BPB Publications
- Publication year
- 2020
- Condition
- New
- Binding
- Soft cover
- Language
- English
- ISBN 10
- 938984536X
- ISBN 13
- 9789389845365
Key Features
Description
This book will be ideal for working professionals who want to learn Machine Learning from scratch. The first chapter will be an introductory chapter to make readers comfortable with the idea of Machine Learning and the required mathematical theories. There will be a balanced combination of underlying mathematical theories corresponding to any Machine Learning topic and its implementation using Python. Most of the implementations will be based on ‘scikit-learn,’ but other Python libraries like ‘Gensim’ or ‘PyTorch’ will also be used for some topics like text analytics or deep learning. The book will be divided into chapters based on primary Machine Learning topics like Classification, Regression, Clustering, Deep Learning, Text Mining, etc. The book will also explain different techniques of putting Machine Learning models into production-grade systems using Big Data or Non-Big Data flavors and standards for exporting models.
What will you learn
Who this book is for
This book would be ideal for experienced Software Professionals who are trying to get into the field of Machine Learning. Anyone who wishes to Learn Machine Learning concepts and models in the production lifecycle.
Table of Contents
1. Introduction to Machine Learning & Mathematical preliminaries
2. Classification
3. Regression
4. Clustering
5. Deep Learning & Neural Networks
6. Miscellaneous Unsupervised Learning
7. Text Mining
8. Machine Learning models in production
9. Case Studies & Data Science Storytelling
About the Author
Avishek has a Master’s degree in Data Analytics & Machine Learning from BITS (Pilani) and a Bachelor’s degree in Computer Science from West Bengal University of Technology (WBUT). He has more than 14 years of experience in different renowned companies like VMware, Cognizant, Cisco, Mobile Iron, etc. He started his career as a Java developer and later moved to the core area of Machine Learning around five years back. He has practical experience in the design & development of Machine Learning systems, starting from inception to production in multiple organizations. Strong foundations in Mathematics/Statistics and a solid experience in product development had helped him to excel quickly in the world of ML & Data Science. He has shared his knowledge & experience through this book, which can help any Software Engineer to kick start in this area. He also writes blogs, and the same can be found at https://medium.com/@avisheknag17
Your Blog links: https://medium.com/@avisheknag17
Your LinkedIn Profile: https://www.linkedin.com/in/avishek-nag-957a0015/
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