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Machine Learning with R. Learn techniques for building and improving machine learning models, from data preparation to model tuning, evaluation, and working with big data - Fourth Edition Brett Lantz

(ebook) (audiobook) (audiobook) Język publikacji: angielski
Machine Learning with R. Learn techniques for building and improving machine learning models, from data preparation to model tuning, evaluation, and working with big data - Fourth Edition Brett Lantz - okladka książki

Machine Learning with R. Learn techniques for building and improving machine learning models, from data preparation to model tuning, evaluation, and working with big data - Fourth Edition Brett Lantz - okladka książki

Machine Learning with R. Learn techniques for building and improving machine learning models, from data preparation to model tuning, evaluation, and working with big data - Fourth Edition Brett Lantz - audiobook MP3

Machine Learning with R. Learn techniques for building and improving machine learning models, from data preparation to model tuning, evaluation, and working with big data - Fourth Edition Brett Lantz - audiobook CD

Autor:
Brett Lantz
Ocena:
Bądź pierwszym, który oceni tę książkę
Stron:
762
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     ePub
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Dive into R with this data science guide on machine learning (ML). Machine Learning with R, Fourth Edition, takes you through classification methods like nearest neighbor and Naive Bayes and regression modeling, from simple linear to logistic.

Dive into practical deep learning with neural networks and support vector machines and unearth valuable insights from complex data sets with market basket analysis. Learn how to unlock hidden patterns within your data using k-means clustering.

With three new chapters on data, you’ll hone your skills in advanced data preparation, mastering feature engineering, and tackling challenging data scenarios. This book helps you conquer high-dimensionality, sparsity, and imbalanced data with confidence. Navigate the complexities of big data with ease, harnessing the power of parallel computing and leveraging GPU resources for faster insights.

Elevate your understanding of model performance evaluation, moving beyond accuracy metrics. With a new chapter on building better learners, you’ll pick up techniques that top teams use to improve model performance with ensemble methods and innovative model stacking and blending techniques.

Machine Learning with R, Fourth Edition, equips you with the tools and knowledge to tackle even the most formidable data challenges. Unlock the full potential of machine learning and become a true master of the craft.

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O autorze książki

Brett Lantz korzysta z innowacyjnych metod analizy danych, aby lepiej zrozumieć ludzkie zachowanie. Jest z wykształcenia socjologiem i instruktorem DataCamp, prowadzi warsztaty uczenia maszynowego na całym świecie. Interesuje się między innymi zastosowaniami data science w sporcie, grach wideo, pojazdach autonomicznych i nauce języków obcych.

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