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Real-World Machine Learning
Authors: Henrik Brink
Genres
Artificial Intelligence
Programming
Technology
Computer Science
Technical
Coding
Education
Description:
Summary
Real-World Machine Learning is a practical guide designed to teach working developers the art of ML project execution. Without overdosing you on academic theory and complex mathematics, it introduces the day-to-day practice of machine learning, preparing you to successfully build and deploy powerful ML systems.
Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications.
Machine learning systems help you find valuable insights and patterns in data, which you'd never recognize with traditional methods. In the real world, ML techniques give you a way to identify trends, forecast behavior, and make fact-based recommendations. It's a hot and growing field, and up-to-speed ML developers are in demand.
will teach you the concepts and techniques you need to be a successful machine learning practitioner without overdosing you on abstract theory and complex mathematics. By working through immediately relevant examples in Python, you'll build skills in data acquisition and modeling, classification, and regression. You'll also explore the most important tasks like model validation, optimization, scalability, and real-time streaming. When you're done, you'll be ready to successfully build, deploy, and maintain your own powerful ML systems.
Predicting future behavior
Performance evaluation and optimization
Analyzing sentiment and making recommendations
No prior machine learning experience assumed. Readers should know Python.
, and are experienced data scientists engaged in the daily practice of machine learning.
THE MACHINE-LEARNING WORKFLOWWhat is machine learning?
Real-world data
Modeling and prediction
Model evaluation and optimization
Basic feature engineeringPRACTICAL APPLICATIONExample: NYC taxi data
Advanced feature engineering
Advanced NLP example: movie review sentiment
Scaling machine-learning workflows
Example: digital display advertising
Goodreads page:
https://www.goodreads.com/en/book/show/23514876-real-world-machine-learning
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