The course begins with a discussion about data: how to improve data quality and perform exploratory data analysis. We describe Vertex AI AutoML and how to build, train, and deploy an ML model without writing a single line of code. You will understand the benefits of Big Query ML. We then discuss how to optimize a machine learning (ML) model and how generalization and sampling can help assess the quality of ML models for custom training.

Syllabus

Introduction

Course introduction

Get to Know Your Data: Improve Data through Exploratory Data Analysis

Introduction
Improve data quality
Lab intro: Improve the quality of your data
Lab Demo: Improve the quality of your data
Improving Data Quality
What is exploratory data analysis?
How is EDA used in machine learning?
Data analysis and visualization
Lab intro: Explore the data using Python and BigQuery
Exploratory Data Analysis Using Python and BigQuery
Quiz: Get to know your data: Improve data through Exploratory Data Analysis
Resources: Get to Know Your Data: Improve Data through Exploratory Data Analysis

Machine Learning in Practice

Introduction
Supervised learning
Linear regression
Lab intro: Introduction to linear regression
Lab Demo: Intro to Linear Regression
Introduction to Linear Regression
Logistic regression
Quiz: Machine Learning in Practice
Resources: Machine Learning in Practice

Training AutoML Models Using Vertex AI

Introduction
Machine learning vs. deep learning
What is automated machine learning?
AutoML regression model
Evaluate AutoML models
Quiz: Training AutoML Models Using Vertex AI
Resources: Training AutoML Models Using Vertex AI

BigQuery Machine Learning: Develop ML Models Where Your Data Lives

Introduction to BigQuery ML
Training an ML model using BigQuery ML
BigQuery ML supported models
Lab intro: Using BigQuery ML to predict penguin weight (BigQuery ML & Explainable AI)
Lab Demo: Using BigQuery ML to predict penguin weight (BigQuery ML & Explainable AI)
Using BigQuery ML to Predict Penguin Weight
BigQuery ML hyperparameter tuning
How to build and deploy a recommendation system with BigQuery ML
Quiz: BigQuery Machine Learning: Develop ML Models Where Your Data Lives
Resources: BigQuery Machine Learning: Develop ML Models Where Your Data Lives