Table of Contents
Preface
Part 1: Machine Learning Landscape in Software Engineering
1
Machine Learning Compared to Traditional Software
Machine learning is not traditional software
Supervised, unsupervised, and reinforcement learning – it is just the beginning
An example of traditional and machine learning software
Probability and software – how well they go together
Testing and evaluation – the same but different
Summary
References
2
Elements of a Machine Learning System
Elements of a production machine learning system
Data and algorithms
Data collection
Feature extraction
Data validation
Configuration and monitoring
Configuration
Monitoring
Infrastructure and resource management
Data serving infrastructure
Computational infrastructure
How ...
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