Course
Skills
Google Cloud Big Data and Machine Learning Fundamentals
This course introduces the Google Cloud big data and machine learning products and services that support the data-to-AI lifecycle.
What you'll learn
This course introduces the Google Cloud big data and machine learning products and services that support the data-to-AI lifecycle. It explores the processes, challenges, and benefits of building a big data pipeline and machine learning models with Vertex AI on Google Cloud.
Table of contents
Course Introduction
5mins
Big Data and Machine Learning on Google Cloud
29mins
Data Engineering for Streaming Data
22mins
Big Data with BigQuery
33mins
Machine Learning Options on Google Cloud
24mins
The Machine Learning Workflow with Vertex AI
26mins
Course Summary
4mins
- Introduction 3m
- Big data challenges 2m
- Message-oriented architecture 5m
- Designing streaming pipelines with Apache Beam 2m
- Implementing streaming pipelines on Cloud Dataflow 4m
- Visualization with Looker 3m
- Visualization with Data Studio 1m
- Lab introduction: Creating a streaming data pipeline for a Real-Time dashboard with Dataflow 1m
- Summary 1m
- Reading list 0m
