Machine Learning Bookcamp: Build a portfolio of real-life projects
Language: English
Published by Manning, 2021
- Softcover
- New
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- Title
- Machine Learning Bookcamp: Build a portfolio of real-life projects
- Author
- Grigorev, Alexey
- Publisher
- Manning
- Publication year
- 2021
- Condition
- new
- Binding
- Paperback
- Language
- English
- ISBN 10
- 1617296813
- ISBN 13
- 9781617296819
about the technology
Machine learning is an analysis technique for predicting trends and relationships based on historical data. As ML has matured as a discipline, an established set of algorithms has emerged for tackling a wide range of analysis tasks in business and research. By practicing the most important algorithms and techniques, you can quickly gain a footing in this important area. Luckily, that’s exactly what you’ll be doing in Machine Learning Bookcamp.about the book
In Machine Learning Bookcamp you’ll learn the essentials of machine learning by completing a carefully designed set of real-world projects. Beginning as a novice, you’ll start with the basic concepts of ML before tackling your first challenge: creating a car price predictor using linear regression algorithms. You’ll then advance through increasingly difficult projects, developing your skills to build a churn prediction application, a flight delay calculator, an image classifier, and more. When you’re done working through these fun and informative projects, you’ll have a comprehensive machine learning skill set you can apply to practical on-the-job problems.what's inside
- Code fundamental ML algorithms from scratch
- Collect and clean data for training models
- Use popular Python tools, including NumPy, Pandas, Scikit-Learn, and TensorFlow
- Apply ML to complex datasets with images and text
- Deploy ML models to a production-ready environment
about the reader
For readers with existing programming skills. No previous machine learning experience required.about the author
Alexey Grigorev has more than ten years of experience as a software engineer, and has spent the last six years focused on machine learning. Currently, he works as a lead data scientist at the OLX Group, where he deals with content moderation and image models. He is the author of two other books on using Java for data science and TensorFlow for deep learning."Synopsis" may belong to another edition of this title.
About the Author
"About the title" may belong to another edition of this title.
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