Learning From Data: A Short Course
A Textbooks, Science, Artificial Intelligence book. Learners
Machine learning allows computational systems to adaptively improve their performance with experience accumulated from the observed data. Its techniques are widely applied in engineering, science, finance, and commerce. This book is designed for a short course on machine learning. It is a short course, not a hurried course. From over a decade of teaching this material, we have distilled what we believe to be the core topics that every student of the subject should know. We chose the title `learning from data' that faithfully describes what the subject is about, and made it a point to cover the topics in a story-like fashion. Our hope is that the reader can learn...
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- Filetype: PDF
- Pages: 213 pages
- ISBN: 9781600490064 / 0
SynarO_u3LW.pdf
More About Learning From Data: A Short Course
Learners Learning From Data does exactly what it sets out to do, and quite well at that.The book focuses on the mathematical theory of learning, why it's feasible, how well one can learn in theory, etc. Why must one learn probabilistically? Why is overfitting a very real part of life? Why can't we obsessively try every single possible hypothesis... A superb little book. Very insightful and well written, and a great value. Definitely start with reading this one!
