Machine Learning in the Enterprise

Google via Coursera

Intermediate

Online

particular

details

                                    Medium of instructions
                                    English

                                    Mode of learning
                                    Self study

                                    Mode of Delivery
                                    Video and Text Based

Week 1: Introduction

Video

Course introduction

Week 1: Understanding the ML Enterprise Workflow

Videos

Introduction
Overview of an ML enterprise workflow

Reading

Resources Understanding the ML Enterprise Workflow

Practice Exercise

Understanding the ML Enterprise Workflow

Week 1: Data in the Enterprise

Videos

Introduction
Feature Store
Data Catalog
Dataplex
Analytics Hub
Data preprocessing options
Dataprep
Lab intro: Exploring and Creating an Ecommerce Analytics Pipeline with Dataprep
Coursera: Getting Started with Google Cloud Platform and Qwiklabs

Reading

Resources: Data in the Enterprise

Practice Exercise

Data in the Enterprise

Week 1: Science of Machine Learning and Custom Training

Videos

Introduction
The art and science of machine learning
Make training faster
When to use custom training
Training requirements and dependencies (part 1)
Training requirements and dependencies (part 2)
Training custom ML models using Vertex AI
Lab intro: Vertex AI: Custom Training Job and Prediction Using Managed Datasets

Readings

Resources: Science of Machine Learning and Custom Training
Resources: The Science of Machine Learning

Practice Exercise

Science of Machine Learning and Custom Training

Week 2: Vertex Vizier Hyperparameter Tuning

Videos

Introduction
Vertex AI Vizier hyperparameter tuning
Lab intro: Vertex Vizier Hyperparameter Tuning

Reading

Resources: Vertex Vizier Hyperparameter Tuning

Practice Exercise

Vertex Vizier Hyperparameter Tuning

Week 2: Prediction and Model Monitoring Using Vertex AI

Videos

Introduction
Predictions using Vertex AI
Model management using Vertex AI
Lab intro: Vertex AI Model Monitoring

Reading

Resources: Prediction and Model Monitoring Using Vertex AI

Practice Exercise

Prediction and Model Monitoring Using Vertex AI

Week 3: Vertex AI Pipelines

Videos

Introduction
Prediction using Vertex AI pipelines
Lab intro: Vertex AI Pipelines

Readings

Lab Introduction and Walkthrough: Vertex AI pipeline
Resources: Vertex AI Pipelines

Practice Exercise

Vertex AI Pipelines

Week 3: Best Practices for ML Development

Videos

Introduction
Best practices for model deployment and serving
Best practices for model monitoring
Vertex AI pipeline best practices
Best practices for artifact organization

Reading

Resources: Best Practices for ML Development on Vertex AI

Week 3: Course Summary

Readings

Summary
Resource: All quiz questions
Resources: All readings
Resource: All slides

Week 3: Series Summary

Video

Series summary

Reading

Resource: Best practices summary

Popular Courses

Popular Platforms

Popular Searches

Machine Learning in the Enterprise

Intermediate

Online

Quick Facts

Course and certificate fees

certificate availability

certificate providing authority

The syllabus

Week 1: Introduction

Video

Week 1: Understanding the ML Enterprise Workflow

Videos

Reading

Practice Exercise

Week 1: Data in the Enterprise

Videos

Reading

Practice Exercise

Week 1: Science of Machine Learning and Custom Training

Videos

Readings

Practice Exercise

Week 2: Vertex Vizier Hyperparameter Tuning

Videos

Reading

Practice Exercise

Week 2: Prediction and Model Monitoring Using Vertex AI

Videos

Reading

Practice Exercise

Week 3: Vertex AI Pipelines

Videos

Readings

Practice Exercise

Week 3: Best Practices for ML Development

Videos

Reading

Week 3: Course Summary

Readings

Week 3: Series Summary

Video

Reading

Articles

Popular Articles

Latest Articles

Similar Courses

Courses of your Interest

More Courses by Google

Trending Courses

Popular Courses

Popular Platforms

Learn more about the Courses

Thank You!

Download the Careers360 App on your Android phone