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. It explores the processes, challenges, and benefits of building a big data pipeline and machine learning models with Vertex AI on Google Cloud.

Syllabus

Course Introduction

Meet the author
Course introduction

Big Data and Machine Learning on Google Cloud

Introduction
Google Cloud infrastructure
Compute
Storage
The history of big data and ML products
Big data and ML product categories
Customer example: Gojek
Lab introduction: Exploring a BigQuery Public Dataset
Exploring a BigQuery Public Dataset
Summary
Quiz
Reading list

Data Engineering for Streaming Data

Introduction
Big data challenges
Message-oriented architecture
Designing streaming pipelines with Apache Beam
Implementing streaming pipelines on Cloud Dataflow
Visualization with Looker
Visualization with Looker Studio
Lab introduction: Creating a streaming data pipeline for a Real-Time dashboard with Dataflow
Creating a Streaming Data Pipeline for a Real-Time Dashboard with Dataflow
Summary
Quiz
Reading list