Download The Regularization Cookbook: Explore practical recipes to improve the functionality of your ML models PDF Free - Full Version
Download The Regularization Cookbook: Explore practical recipes to improve the functionality of your ML models by Vincent Vandenbussche in PDF format completely FREE. No registration required, no payment needed. Get instant access to this valuable resource on PDFdrive.to!
About The Regularization Cookbook: Explore practical recipes to improve the functionality of your ML models
Methodologies and recipes to regularize nearly any machine learning and deep learning model using cutting-edge technologies such as Stable Diffusion, Dall-E and GPT-3. Key Features Book DescriptionDeploying machine learning solutions is all about getting robust results on new, unseen data. To achieve such results, one way is regularization. Regularization can take many forms and can be used in many ways, and not all methods apply to all cases. This book aims at providing the right tools and methods to handle any case properly, with ready-to-use working codes as well as theoretical explanations whenever possible.After an introduction to regularization and methods to diagnose when to use it, we will start implementing regularization techniques on linear models such as linear and logistic regression, and tree-based models such as random forest and gradient boosting.The book will then introduce specific regularization methods based on data. High cardinality features and imbalanced datasets may require specific regularization methods that will be explored.In the last five chapters, the book will cover regularization for deep learning models. After reviewing general methods that apply to any type of neural network, the book will dive into more NLP-specific methods for RNNs and transformers, as well as using BERT or GPT-3. We will close with regularization for Computer Vision, covering CNN specifics, as well as the use of generative models such as Stable Diffusion and Dall-E. What you will learn Who This Book Is ForWhether you are a data scientist, a machine learning engineer, or just a machine learning enthusiast, if you want to get hands-on knowledge of the available methods to improve the performances of your models, this book is for you.Basic, hands-on knowledge of Python is expected to get the most out of the proposed codes. Also, basic concepts of ML and DL are reminded to smooth the learning curve, no matter their level. This book is also aimed at experienced professionals willing to use state-of-the-art methods for regularization. Table of Contents
Detailed Information
| Author: | Vincent Vandenbussche |
|---|---|
| Publication Year: | 2023 |
| ISBN: | 9781837634088 |
| Language: | English |
| File Size: | 19 |
| Format: | |
| Price: | FREE |
Safe & Secure Download - No registration required
Why Choose PDFdrive for Your Free The Regularization Cookbook: Explore practical recipes to improve the functionality of your ML models Download?
- 100% Free: No hidden fees or subscriptions required for one book every day.
- No Registration: Immediate access is available without creating accounts for one book every day.
- Safe and Secure: Clean downloads without malware or viruses
- Multiple Formats: PDF, MOBI, Mpub,... optimized for all devices
- Educational Resource: Supporting knowledge sharing and learning
Frequently Asked Questions
Is it really free to download The Regularization Cookbook: Explore practical recipes to improve the functionality of your ML models PDF?
Yes, on https://PDFdrive.to you can download The Regularization Cookbook: Explore practical recipes to improve the functionality of your ML models by Vincent Vandenbussche completely free. We don't require any payment, subscription, or registration to access this PDF file. For 3 books every day.
How can I read The Regularization Cookbook: Explore practical recipes to improve the functionality of your ML models on my mobile device?
After downloading The Regularization Cookbook: Explore practical recipes to improve the functionality of your ML models PDF, you can open it with any PDF reader app on your phone or tablet. We recommend using Adobe Acrobat Reader, Apple Books, or Google Play Books for the best reading experience.
Is this the full version of The Regularization Cookbook: Explore practical recipes to improve the functionality of your ML models?
Yes, this is the complete PDF version of The Regularization Cookbook: Explore practical recipes to improve the functionality of your ML models by Vincent Vandenbussche. You will be able to read the entire content as in the printed version without missing any pages.
Is it legal to download The Regularization Cookbook: Explore practical recipes to improve the functionality of your ML models PDF for free?
https://PDFdrive.to provides links to free educational resources available online. We do not store any files on our servers. Please be aware of copyright laws in your country before downloading.
The materials shared are intended for research, educational, and personal use in accordance with fair use principles.
