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R Ultimate 2023 - R for Data Science and Machine Learning

You're reading from   R Ultimate 2023 - R for Data Science and Machine Learning Master R from Basics to Deep Learning, Unveiling Data Science, Statistical Models, Shiny, and Beyond

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Product type Video
Published in Sep 2023
Publisher
ISBN-13 9781835082539
Length 22hrs 16mins
Edition 1st Edition
Languages
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Author (1):
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Bert Gollnick Bert Gollnick
Author Profile Icon Bert Gollnick
Bert Gollnick
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Toc

Table of Contents (29) Chapters Close

1. Course Introduction FREE CHAPTER 2. Data Types and Structures 3. R Programming 4. Data Import and Export 5. Basic Data Manipulation 6. Data Visualization 7. Advanced Data Manipulation 8. Machine Learning: Introduction 9. Machine Learning: Regression 10. Machine Learning: Model Preparation and Evaluation 11. Machine Learning: Regularization 12. Machine Learning: Classification Basics 13. Machine Learning: Classification with Decision Trees 14. Machine Learning: Classification with Random Forests 15. Machine Learning: Classification with Logistic Regression 16. Machine Learning: Classification with Support Vector Machines 17. Machine Learning: Classification with Ensemble Models 18. Machine Learning: Association Rules 19. Machine Learning: Clustering 20. Machine Learning: Dimensionality Reduction 21. Machine Learning: Reinforcement Learning 22. Deep Learning: Introduction 23. Deep Learning: Regression 24. Deep Learning: Classification 25. Deep Learning: Convolutional Neural Networks 26. Deep Learning: Autoencoders 27. Deep Learning: Transfer Learning and Pretrained Networks 28. Deep Learning: Recurrent Neural Networks 29. Shiny
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