Machine Learning with R - Brett Lantz, Lantz Ebook Gliwice

Machine learning, at its core, is concerned with transforming data into actionable knowledge. R offers a powerful set of machine learning methods to quickly and easily gain insight from your data.Machine Learning with R, Third Edition provides a hands-on, readable guide to applying machine learning to real-world problems. Whether you are an experienced R user or new to the language, Brett Lantz teaches you everything you need to uncover key insights, make new predictions, and visualize your findings.This new 3rd edition updates the classic R data science book to R 3.6 with newer and better libraries, advice on ethical and bias issues in machine learning, and an introduction to deep learning. Find powerful new insights in your data; discover machine learning with R. Spis treści: 1. Introducing Machine Learning2. Managing and Understanding Data3. Lazy Learning – Classification Using Nearest Neighbors4. Probabilistic Learning – Classification Using Naive Bayes5. Divide and Conquer – Classification Using Decision Trees and Rules6. Forecasting Numeric Data – Regression Methods7. Black Box Methods – Neural Networks and Support Vector Machines8. Finding Patterns – Market Basket Analysis Using Association Rules9. Finding Groups of Data – Clustering with k-means10. Evaluating Model Performance11. Improving Model Performance12. Specialized Machine Learning Topics O autorze: 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.