Mastering Machine Learning Algorithms : Expert techniques for implementing popular machine learning algorithms, fine-tuning your models, and understanding how they work. /: Expert techniques for implementing popular machine learning algorithms, fine-tuning your models, and understanding how they work. (2020)

Record Type:
Book
Title:
Mastering Machine Learning Algorithms : Expert techniques for implementing popular machine learning algorithms, fine-tuning your models, and understanding how they work. /: Expert techniques for implementing popular machine learning algorithms, fine-tuning your models, and understanding how they work. (2020)
Main Title:
Mastering Machine Learning Algorithms : Expert techniques for implementing popular machine learning algorithms, fine-tuning your models, and understanding how they work.
Further Information:
Note: Giuseppe Bonaccorso, Bonaccorso.
Other Names:
Bonaccorso, Giuseppe
Contents:
Table of ContentsMachine Learning Model FundamentalsLoss functions and RegularizationIntroduction to Semi-Supervised LearningAdvanced Semi-Supervised ClassifiationGraph-based Semi-Supervised LearningClustering and Unsupervised ModelsAdvanced Clustering and Unsupervised ModelsClustering and Unsupervised Models for MarketingGeneralized Linear Models and RegressionIntroduction to Time-Series AnalysisBayesian Networks and Hidden Markov ModelsThe EM AlgorithmComponent Analysis and Dimensionality ReductionHebbian LearningFundamentals of Ensemble LearningAdvanced Boosting AlgorithmsModeling Neural NetworksOptimizing Neural NetworksDeep Convolutional NetworksRecurrent Neural NetworksAuto-EncodersIntroduction to Generative Adversarial NetworksDeep Belief NetworksIntroduction to Reinforcement LearningAdvanced Policy Estimation Algorithms.
Edition:
Second edition
Publisher Details:
Birmingham : Packt Publishing
Publication Date:
2020
Extent:
1 online resource
Subjects:
006.31
Machine learning
Computer algorithms
Computer algorithms
Machine learning
Electronic books
Languages:
English
ISBNs:
1838821910
9781838821913
1838821910
Related ISBNs:
9781838820299
1838820299
Access Rights:
Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
Access Usage:
Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.
View Content:
Available online (eLD content is only available in our Reading Rooms) ↗
Physical Locations:
British Library HMNTS - ELD.DS.489127
Ingest File:
03_049.xml