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AWS Certified Machine Learning - Specialty (MLS-C01) Certification Guide - Second Edition

You're reading from  AWS Certified Machine Learning - Specialty (MLS-C01) Certification Guide - Second Edition

Product type Book
Published in Feb 2024
Publisher Packt
ISBN-13 9781835082201
Pages 342 pages
Edition 2nd Edition
Languages
Authors (2):
Somanath Nanda Somanath Nanda
Profile icon Somanath Nanda
Weslley Moura Weslley Moura
Profile icon Weslley Moura
View More author details

Table of Contents (13) Chapters

Preface 1. Chapter 1: Machine Learning Fundamentals 2. Chapter 2: AWS Services for Data Storage 3. Chapter 3: AWS Services for Data Migration and Processing 4. Chapter 4: Data Preparation and Transformation 5. Chapter 5: Data Understanding and Visualization 6. Chapter 6: Applying Machine Learning Algorithms 7. Chapter 7: Evaluating and Optimizing Models 8. Chapter 8: AWS Application Services for AI/ML 9. Chapter 9: Amazon SageMaker Modeling 10. Chapter 10: Model Deployment 11. Chapter 11: Accessing the Online Practice Resources 12. Other Books You May Enjoy

SageMaker Autopilot

ML model development has historically been a daunting task, demanding considerable expertise and time. Amazon SageMaker Autopilot emerges as a game-changer, simplifying this intricate process and transforming it into a streamlined experience.

Amazon SageMaker Autopilot presents a rich array of features to facilitate the development of ML models:

  • Automatic model building: SageMaker Autopilot removes the complexities of constructing ML models by taking charge and automating the entire process with a simple mandate from the user: provide a tabular dataset and designate the target column for prediction.
  • Data processing and enhancement: Autopilot seamlessly handles data preprocessing tasks, filling in missing data, offering statistical insights into dataset columns, and extracting valuable information from non-numeric columns. This guarantees that input data is finely tuned for model training.
  • Problem type detection: Autopilot showcases intelligence...
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