Cover image for Machine Learning and Artificial Intelligence
Title:
Machine Learning and Artificial Intelligence
Author:
Joshi, Ameet V. author.
ISBN:
9783031122828
Edition:
2nd ed. 2023.
Physical Description:
XXI, 271 p. 129 illus., 125 illus. in color. online resource.
Contents:
Introduction -- Introduction to AI and ML -- Essential Concepts in Artificial Intelligence and Machine Learning -- Data Understanding, Representation, and Visualization -- Linear Methods -- Perceptron and Neural Networks -- Decision Trees -- Support Vector Machines -- Probabilistic Models -- Dynamic Programming and Reinforcement Learning -- Evolutionary Algorithms -- Time Series Models -- Deep Learning -- Emerging Trends in Machine Learning -- Unsupervised Learning -- Featurization -- Designing and Tuning -- Model Pipelines -- Performance Measurement -- Classification -- Regression -- Ranking -- Recommendations Systems -- Azure Machine Learning -- Open Source Machine Learning Libraries -- Amazon's Machine Learning Toolkit: Sagemaker -- Conclusion.
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