- Course introduction
Expert
Online
3 Weeks
Quick facts
particular | details | |
---|---|---|
Medium of instructions
English
|
Mode of learning
Self study
|
Mode of Delivery
Video and Text Based
|
Course and certificate fees
certificate availability
certificate providing authority
The syllabus
Week 1: Introduction
Video
Week 1: Understanding the ML Enterprise Workflow
Videos
- Introduction
- Overview of an ML enterprise workflow
Reading
- Resources Understanding the ML Enterprise Workflow
Practice Exercise
- Understanding the ML Enterprise Workflow
Week 1: Data in the Enterprise
Videos
- Introduction
- Feature Store
- Data Catalog
- Dataplex
- Analytics Hub
- Data preprocessing options
- Dataprep
- Lab intro: Exploring and Creating an Ecommerce Analytics Pipeline with Dataprep
- Coursera: Getting Started with Google Cloud Platform and Qwiklabs
Reading
- Resources: Data in the Enterprise
Practice Exercise
- Data in the Enterprise
Week 1: Science of Machine Learning and Custom Training
Videos
- Introduction
- The art and science of machine learning
- Make training faster
- When to use custom training
- Training requirements and dependencies (part 1)
- Training requirements and dependencies (part 2)
- Training custom ML models using Vertex AI
- Lab intro: Vertex AI: Custom Training Job and Prediction Using Managed Datasets
Readings
- Resources: Science of Machine Learning and Custom Training
- Resources: The Science of Machine Learning
Practice Exercise
- Science of Machine Learning and Custom Training
Week 2: Vertex Vizier Hyperparameter Tuning
Videos
- Introduction
- Vertex AI Vizier hyperparameter tuning
- Lab intro: Vertex Vizier Hyperparameter Tuning
Reading
- Resources: Vertex Vizier Hyperparameter Tuning
Practice Exercise
- Vertex Vizier Hyperparameter Tuning
Week 2: Prediction and Model Monitoring Using Vertex AI
Videos
- Introduction
- Predictions using Vertex AI
- Model management using Vertex AI
- Lab intro: Vertex AI Model Monitoring
Reading
- Resources: Prediction and Model Monitoring Using Vertex AI
Practice Exercise
- Prediction and Model Monitoring Using Vertex AI
Week 3: Vertex AI Pipelines
Videos
- Introduction
- Prediction using Vertex AI pipelines
- Lab intro: Vertex AI Pipelines
Readings
- Lab Introduction and Walkthrough: Vertex AI pipeline
- Resources: Vertex AI Pipelines
Practice Exercise
- Vertex AI Pipelines
Week 3: Best Practices for ML Development
Videos
- Introduction
- Best practices for model deployment and serving
- Best practices for model monitoring
- Vertex AI pipeline best practices
- Best practices for artifact organization
Reading
- Resources: Best Practices for ML Development on Vertex AI
Week 3: Course Summary
Readings
- Summary
- Resource: All quiz questions
- Resources: All readings
- Resource: All slides
Week 3: Series Summary
Video
- Series summary
Reading
- Resource: Best practices summary
Instructors
Google Cloud Training
Instructor
Google Cloud
Articles
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