Phase 3 β Data & AI — Course 9 of 14
AI and Machine Learning
Vertex AI, AutoML, pre-trained AI APIs, Gemini, and ML pipelines β how ShopStream builds product recommendations and search on GCP.
EC
Emily Carter — DevOps Engineer · ShopStream
Your Guide
EC
Emily Carter
DevOps Engineer
ShopStream
Migrating ShopStream's e-commerce platform to GCP β real problems, real Google Cloud.
Course Lessons
Follow each lesson in order β each one builds on the last.
Phase 3 β Data & AI
GCP AI and Machine Learning on GCP
11Lessons
~4.5hDuration
1Project
Free TierAccess
Your Guide
EC
Emily Carter
DevOps Engineer
ShopStream
What you'll learn
- Vertex AI setup and workbench
- AutoML for custom models
- Pre-trained AI APIs β Vision, NLP, Speech
- Gemini API on Google Cloud
- ML Pipelines and responsible AI
Lesson 01
AI and ML on GCP Overview
Theory
Lesson 02
Vertex AI Explained
Theory
Lesson 03
AutoML on Vertex AI
Console
Lesson 04
Vertex AI Workbench and Notebooks
Console
Lesson 05
Training Custom ML Models on Vertex AI
Console
Lesson 06
Vertex AI Model Registry and Deployment
Console
Lesson 07
Pre-Trained AI APIs β Vision, NLP, Speech
Console
Lesson 08
Gemini API on Google Cloud
Console
Lesson 09
ML Pipelines with Vertex AI Pipelines
Console
Lesson 10
Responsible AI on GCP
Theory
Lesson 11
Hands-On: ShopStream Product Recommender
Hands-on
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