Unveiling the Hidden
A Comprehensive Guide to Hidden Markov Models in Computer Science
Embark on a journey through the fascinating world of Hidden Markov Models (HMMs) with "Unveiling the Hidden: A Comprehensive Guide to Hidden Markov Models in Computer Science." This book is your key to unlocking the power of these versatile probabilistic models that have revolutionized various fields within computer science. Starting from the foundations of Markov Chains, you'll gradually build your understanding of the intricate workings of Hidden Markov Models. You'll explore their mathematical underpinnings, delve into efficient algorithms for inference and learning, and discover how to implement HMMs in real-world applications. Through clear explanations, practical examples, and hands-on exercises, you'll gain the skills to apply HMMs to a wide range of problems, from speech recognition and natural language processing to bioinformatics and time series analysis. By the end of this book, you'll have a deep appreciation for the elegance and utility of Hidden Markov Models, empowering you to leverage their capabilities in your own projects and research.
Est. Length
253 pages (12 chapters)
Language
English
Publication date
Nov 24, 2024
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