Google Cloud Big Data and Machine Learning Fundamentals

[Course]

Course Introduction

[Video] - Meet the author - Dec 13, 2022

[Video] - Course introduction - Apr 6, 2023

[Doc] - Reading list

Big Data and Machine Learning on Google Cloud

[Video] - Introduction - Dec 13, 2022

[Video] - Compute - Dec 13, 2022

[Video] - Storage - Dec 13, 2022

[Video] - The history of big data and ML products - Dec 13, 2022

[Video] - Big data and ML product categories - Apr 4, 2023

[Video] - Customer example: Gojek - Dec 13, 2022

[Video] - Pluralsight: Getting Started with Google Cloud and Qwiklabs - Dec 13, 2022

[Video] - Lab introduction: Exploring a BigQuery Public Dataset - Dec 13, 2022

[Lab] - Exploring a BigQuery Public Dataset

[Video] - Summary - Apr 4, 2023

[Doc] - Reading list

Data Engineering for Streaming Data

[Video] - Introduction - Apr 4, 2023

[Video] - Big data challenges - Dec 13, 2022

[Video] - Message-oriented architecture - Dec 13, 2022

[Video] - Designing streaming pipelines with Apache Beam - Dec 13, 2022

[Video] - Implementing streaming pipelines on Cloud Dataflow - Dec 13, 2022

[Video] - Visualization with Looker - Apr 4, 2023

[Video] - Visualization with Data Studio - Apr 4, 2023

[Video] - Lab introduction: Creating a streaming data pipeline for a Real-Time dashboard with Dataflow - Apr 4, 2023

[Lab] - Creating a Streaming Data Pipeline for a Real-Time Dashboard with Dataflow

[Video] - Summary - Apr 4, 2023

[Doc] - Reading list

Big Data with BigQuery

[Video] - Introduction - Apr 4, 2023

[Video] - Storage and analytics - Dec 13, 2022

[Video] - BigQuery demo - San Francisco bike share - Dec 13, 2022

[Video] - Introduction to BigQuery ML - Dec 13, 2022

[Video] - Using BigQuery ML to predict customer lifetime value - Dec 13, 2022

[Video] - BigQuery ML project phases - Dec 13, 2022

[Video] - BigQuery ML key commands - Dec 13, 2022

[Video] - Lab introduction: Predicting Visitor Purchases Using BigQuery ML - Dec 13, 2022

[Lab] - Predicting Visitor Purchases with a Classification Model with BigQuery ML

[Video] - Summary - Apr 6, 2023

[Doc] - Reading list

Machine Learning Options on Google Cloud

[Video] - Introduction - Dec 13, 2022

[Video] - Options to build ML models - Dec 13, 2022

[Video] - Pre-built APIs - Dec 13, 2022

[Video] - AutoML - Dec 13, 2022

[Video] - Custom training - Dec 13, 2022

[Video] - Vertex AI - Dec 13, 2022

[Video] - AI Solutions - Dec 13, 2022

[Video] - Summary - Dec 13, 2022

[Doc] - Reading list

The Machine Learning Workflow with Vertex AI

[Video] - Introduction - Apr 4, 2023

[Video] - Data preparation - Dec 13, 2022

[Video] - Model training - Dec 13, 2022

[Video] - Model evaluation - Dec 13, 2022

[Video] - Model deployment and monitoring - Dec 13, 2022

[Video] - Lab introduction: Predicting loan risk with AutoML - Dec 13, 2022

[Lab] - Vertex AI: Predicting Loan Risk with AutoML

[Video] - Lab recap: Predicting loan risk with AutoML - Dec 13, 2022

[Video] - Summary - Dec 13, 2022

[Doc] - Reading list

Course Summary

[Video] - Course summary - Apr 4, 2023