Introduction to AI and Machine Learning on Google Cloud
- Offered byCoursera
Introduction to AI and Machine Learning on Google Cloud at Coursera Overview
Duration | 9 hours |
Total fee | Free |
Mode of learning | Online |
Difficulty level | Beginner |
Official Website | Explore Free Course  |
Credential | Certificate |
Introduction to AI and Machine Learning on Google Cloud at Coursera Highlights
- Earn a certificate of completion
- Add to your LinkedIn profile
- 4 quizzes
Introduction to AI and Machine Learning on Google Cloud at Coursera Course details
- What you'll learn
- Recognize the data-to-AI technologies and tools offered by Google Cloud.
- Use generative AI capabilities in applications.
- Choose between different options to develop an AI project on Google Cloud.
- Build ML models end-to-end by using Vertex AI.
- This course introduces the artificial intelligence (AI) and machine learning (ML) offerings on Google Cloud that support the data-to-AI lifecycle through AI foundations, AI development, and AI solutions. It explores the technologies, products, and tools available to build an ML model, an ML pipeline, and a generative AI project based on the different goals of users, including data scientists, AI developers, and ML engineers.
Introduction to AI and Machine Learning on Google Cloud at Coursera Curriculum
Introduction
Course introduction
AI Foundations
Introduction
Why Google
Ai/ML framework on Google Cloud
Google Cloud infrastructure
Data and AI products
ML model categories
BigQuery ML
Lab introduction
Coursera: Getting Started with Google Cloud Platform and Qwiklabs
Summary
Reading
Quiz
Lab: Predicting visitor purchases with BigQuery ML
AI Development Options
Introduction
AI developement options
Pre-trained APIs
Vertex AI
AutoML
Custom training
Lab introduction
Summary
Reading
Quiz
Lab: Entity and sentiment analysis with natural language API
AI Development Workflow
Introduction
How a machine learns
ML workflow
Data preparation
Model development
Model serving
MLOps and workflow automation
Lab introduction
Summary
Reading
Quiz
Lab: Vertex AI: Predicting Loan Risk with AutoML
Generative AI
Introduction
Generative AI and LLMs
Generative AI use case: Duet AI
Model Garden
Generative AI Studio
AI solutions
Lab introduction
Summary
Reading
Quiz
Lab: Get Started with Generative AI Studio
Summary
Course summary
Reading
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