The Machine Learning Pipeline on AWS (deprecated)
Please not that this is not a prep course for the “AWS Certified Machine Learning Engineer - Associate”, “AWS Certified Machine Learning - Specialty” or any other certification!
Full name: he Machine Learning Pipeline on AWS
Product code: 200-MLDWTS-15
These links are based on the course version 1.5.7.
Online and classroom course options: Advanced Developing on AWS
The official course material: eVantage Bookshelf (VitalSource)
Course Templates and Exercises:
- Student Project Template.docx
- Example Project.docx
- Problem Formulation Exercise.docx
- Problem Formulation Exercise Solutions.docx
Course surveys:
Additional material:
- AWS Skill Builder
- AWS Workshops
- AWS Builder Labs
- AWS Certification exam preparation
- AWS Certification
- AWS Recertification
- Explore all AWS Certification exams
- Schedule an Exam
- AWS Training and Certification
- AWS Online Tech Talks
- AWS Ramp-Up Guides
Module 1: Introduction to Machine Learning and the ML Pipeline
Websites
Books
Videos
Module 2: Introduction to Amazon SageMaker
Websites
Books
Videos
Module 3: Problem Formulation
Websites
Books
Videos
Module 4: Data Preprocessing
Websites
- IO tools (text, CSV, HDF5, etc.
- Pandas DataFrame
- Interquartile range
- Dataset: Breast Cancer Wisconsin (Diagnostic)