Suzuki, Joe
Statistical Learning with Math and Python: 100 Exercises for Building Logic
- ISBN 13:
- 9789811578762
- author:
- Suzuki, Joe
- format:
- Paperback / softback
- publisher:
- Springer Verlag, Singapore
- language:
- English
- Publication Year:
- 2021
- Pages:
- 256
- Dimensions:
- 23.4 x 15.6 x 1.5 centimeters (0
- Genre:
- Computers, Artificial Intelligence, Computers,
- Condition:
- New
- Availability:
- Item usually sent within 5 working days
Description
Statistical Learning with Math and Python provides a unique approach to understanding machine learning and data science. By focusing on mathematical logic and building Python programs, this textbook helps readers grasp the essence of these fields. The book is structured around essential topics in statistical learning, including linear regression, classification, resampling, and more. Each chapter mathematically formulates and solves machine learning problems, accompanied by proofs and programs in an appendix. With 100 exercises to complete, readers can follow along with the contents of each chapter to develop their skills. Suitable for undergraduate or graduate courses, this book is also ideal for independent learning due to its easy-to-follow and self-contained style.
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