Data Without Labels
Language: English
Published by Manning Publications Jul 2025, 2025
- Softcover
- New
Seller: AHA-BUCH GmbH, Einbeck, GermanyAHA-BUCH GmbH
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Add to basketItem description from seller
Neuware - Discover all-practical implementations of the key algorithms and models for handling unlabeled data. Full of case studies demonstrating how to apply each technique to real-world problems. In Models and Algorithms for Unsupervised Learning you'll learn: Fundamental building blocks and concepts of machine learning and unsupervised learning Data cleaning for structured and unstructured data like text and images Unsupervised time series clustering, Gaussian Mixture models, and statistical methods Building neural networks such as GANs and autoencoders How to interpret the results of unsupervised learning Choosing the right algorithm for your problem Deploying unsupervised learning to production Business use cases for machine learning and unsupervised learning Models and Algorithms for Unsupervised Learning introduces mathematical techniques, key algorithms, and Python implementations that will help you build machine learning models for unannotated data. You'll discover hands-off and unsupervised machine learning approaches that can still untangle raw, real-world datasets and support sound strategic decisions for your business. Don't get bogged down in theory--the book bridges the gap between complex math and practical Python implementations, covering end-to-end model development all the way through to production deployment. Models and Algorithms for Unsupervised Learning teaches you to apply a full spectrum of machine learning algorithms to raw data. You'll master everything from kmeans and hierarchical clustering, to advanced neural networks like GANs and Restricted Boltzmann Machines. You'll learn the business use case for different models, and master best practices for structured, text, and image data. Each new algorithm is introduced with a case study for retail, aviation, banking, and more--and you'll develop a Python solution to fix each of these real-world problems. At the end of each chapter, you'll find quizzes, practice datasets, and links to research papers to help you lock in what you've learned and expand your knowledge.…
Seller Inventory # 9781617298721
- Title
- Data Without Labels
- Author
- Vaibhav Verdhan
- Publisher
- Manning Publications Jul 2025
- Publication year
- 2025
- Condition
- Neu
- Binding
- Taschenbuch
- Language
- English
- ISBN 10
- 1617298727
- ISBN 13
- 9781617298721
- Item weight
- 632 grams
- Dimensions
- 232x185x21 mm
In Data Without Labels you’ll learn:
- Fundamental building blocks and concepts of machine learning and unsupervised learning
- Data cleaning for structured and unstructured data like text and images
- Clustering algorithms like K-means, hierarchical clustering, DBSCAN, Gaussian Mixture Models, and Spectral clustering
- Dimensionality reduction methods like Principal Component Analysis (PCA), SVD, Multidimensional scaling, and t-SNE
- Association rule algorithms like aPriori, ECLAT, SPADE
- Unsupervised time series clustering, Gaussian Mixture models, and statistical methods
- Building neural networks such as GANs and autoencoders
- Dimensionality reduction methods like Principal Component Analysis and multidimensional scaling
- Association rule algorithms like aPriori, ECLAT, and SPADE
- Working with Python tools and libraries like sci-kit learn, numpy, Pandas, matplotlib, Seaborn, Keras, TensorFlow, and Flask
- How to interpret the results of unsupervised learning
- Choosing the right algorithm for your problem
- Deploying unsupervised learning to production
- Maintenance and refresh of an ML solution
Data Without Labels introduces mathematical techniques, key algorithms, and Python implementations that will help you build machine learning models for unannotated data. You’ll discover hands-off and unsupervised machine learning approaches that can still untangle raw, real-world datasets and support sound strategic decisions for your business.
Don’t get bogged down in theory—the book bridges the gap between complex math and practical Python implementations, covering end-to-end model development all the way through to production deployment. You’ll discover the business use cases for machine learning and unsupervised learning, and access insightful research papers to complete your knowledge.
Foreword by Ravi Gopalakrishnan.
About the technology
Generative AI, predictive algorithms, fraud detection, and many other analysis tasks rely on cheap and plentiful unlabeled data. Machine learning on data without labels—or unsupervised learning—turns raw text, images, and numbers into insights about your customers, accurate computer vision, and high-quality datasets for training AI models. This book will show you how.
About the book
Data Without Labels is a comprehensive guide to unsupervised learning, offering a deep dive into its mathematical foundations, algorithms, and practical applications. It presents practical examples from retail, aviation, and banking using fully annotated Python code. You’ll explore core techniques like clustering and dimensionality reduction along with advanced topics like autoencoders and GANs. As you go, you’ll learn where to apply unsupervised learning in business applications and discover how to develop your own machine learning models end-to-end.
What's inside
- Master unsupervised learning algorithms
- Real-world business applications
- Curate AI training datasets
- Explore autoencoders and GANs applications
About the reader
Intended for data science professionals. Assumes knowledge of Python and basic machine learning.
About the author
Vaibhav Verdhan is a seasoned data science professional with extensive experience working on data science projects in a large pharmaceutical company.
Table of Contents
Part 1
1 Introduction to machine learning
2 Clustering techniques
3 Dimensionality reduction
Part 2
4 Association rules
5 Clustering
6 Dimensionality reduction
7 Unsupervised learning for text data
Part 3
8 Deep learning: The foundational concepts
9 Autoencoders
10 Generative adversarial networks, generative AI, and ChatGPT
11 End-to-end model deployment
Appendix A Mathematical foundations
"Synopsis" may belong to another edition of this title.
About the Author
"About the title" may belong to another edition of this title.
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