Data Without Labels (Paperback)

Vaibhav Verdhan

8 évaluations par Goodreads

Langue : anglais

Edité par Manning Publications, New York, 2025

1617298727 / 9781617298721

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Paperback. 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 learningData cleaning for structured and unstructured data like text and imagesUnsupervised time series clustering, Gaussian Mixture models, and statistical methodsBuilding neural networks such as GANs and autoencodersHow to interpret the results of unsupervised learningChoosing the right algorithm for your problemDeploying unsupervised learning to productionBusiness 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 theorythe book bridges the gap between complex math and practical Python implementations, covering end-to-end model development all the way through to production deployment. about the technology Unsupervised learning and machine learning algorithms draw inferences from unannotated data sets. The self-organizing approach to machine learning is great for spotting patterns a human might miss. about the book 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 moreand 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. Shipping may be from our Sydney, NSW warehouse or from our UK or US warehouse, depending on stock availability.…

N° de réf. du vendeur 9781617298721

Titre
Data Without Labels (Paperback)
Auteur
Vaibhav Verdhan
Éditeur
Manning Publications, New York
Année de publication
2025
État de l'article
new
Reliure
Paperback
Langue
anglais
ISBN à 10 chiffres
1617298727
ISBN à 13 chiffres
9781617298721

AussieBookSeller

Truganina, VIC, Australie

Vendeur avec une évaluation de 5 étoiles

Vendeur AbeBooks depuis 22 juin 2007

Frais d'expédition de Australie vers Etats-Unis

Article25 à 45 jours ouvrés8 à 14 jours ouvrés
Premier articleEUR 33,05EUR 39,30
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