February 2024
Intermediate to advanced
342 pages
8h 15m
English
book
AWS Certified Machine Learning - Specialty (MLS-C01) Certification Guide - Second Edition
by Somanath Nanda, Weslley Moura
Content preview from AWS Certified Machine Learning - Specialty (MLS-C01) Certification Guide - Second Edition
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Table of Contents
Preface
1
Machine Learning Fundamentals
Making The Most Out of This Book – Your Certification and Beyond
Comparing AI, ML, and DL
Examining ML
Examining DL
Classifying supervised, unsupervised, and reinforcement learning
Introducing supervised learning
The CRISP-DM modeling life cycle
Data splitting
Overfitting and underfitting
Applying cross-validation and measuring overfitting
Bootstrapping methods
The variance versus bias trade-off
Shuffling your training set
Modeling expectations
Introducing ML frameworks
ML in the cloud
Summary
Exam Readiness Drill – Chapter Review Questions
2
AWS Services for Data Storage
Technical requirements
Storing Data on Amazon S3
Creating buckets to hold data
Distinguishing between object tags ...
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I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.