Machine Learning in the Enterprise

BY
Google via Coursera

Lavel

Intermediate

Mode

Online

Quick Facts

particular details
Medium of instructions English
Mode of learning Self study
Mode of Delivery Video and Text Based

Course and certificate fees

The fees for course Machine Learning in the Enterprise is -
 

Certification 

Fee Amount in INR

Machine Learning in the Enterprise (Audit)

Free

Machine Learning in the Enterprise - 1 month

Rs. 4,117 /- per month

Machine Learning in the Enterprise - 3 months

Rs. 2,745 /- per month

Machine Learning in the Enterprise - 6 months

Rs. 2,059 /- per month
certificate availability

Yes

certificate providing authority

Coursera

The syllabus

Module 1: Introduction

Video
  • Course introduction

Module 2: Understanding the ML Enterprise Workflow

Videos
  • Introduction
  • Overview of an ML enterprise workflow
Reading
  • Resources Understanding the ML Enterprise Workflow
Assignment
  • Understanding the ML Enterprise Workflow

Module 3: 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
Assignment
  • Data in the Enterprise
App item
  • Lab: Exploring and Creating an Ecommerce Analytics Pipeline with Cloud Dataprep

Module 4: 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
Assignment
  • Science of Machine Learning and Custom Training
App item
  • Lab: Vertex AI: Qwik Start

Module 5: Vertex Vizier Hyperparameter Tuning

Videos
  • Introduction
  • Vertex AI Vizier hyperparameter tuning
  • Lab intro: Vertex Vizier Hyperparameter Tuning
Reading
  • Resources: Vertex Vizier Hyperparameter Tuning
Assignment
  • Vertex Vizier Hyperparameter Tuning
App item
  • Lab: Vertex AI: Hyperparameter Tuning

Module 6: 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
Assignment
  • Prediction and Model Monitoring Using Vertex AI
App item
  • Lab: Monitoring Vertex AI Models

Module 7: 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
Assignment
  • Vertex AI Pipelines
App item
  • Lab: Introduction to Vertex AI Pipelines
  • Lab: Running Pipelines on Vertex AI 2.5

Module 8: 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

Module 9: Course Summary

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

Module 10: Series Summary

Video
  • Series summary
Reading
  • Resource: Best practices summary

Articles

Popular Articles

Latest Articles

Similar Courses

Classical Machine Learning for Financial Engineeri...

NYU via Edx

7 Weeks Online
Intermediate
₹ 62,443

Supervised Machine Learning Regression

IBM via Coursera

6 Weeks Online
Intermediate

Using R for Regression and Machine Learning in Inv...

Sungkyunkwan University, Seoul via Coursera

3 Weeks Online
Intermediate
Free

Unsupervised Machine Learning

IBM via Coursera

7 Weeks Online
Intermediate
Introduction to Machine Learning in Sports Analyti...

Introduction to Machine Learning in Sports Analyti...

UM–Ann Arbor via Coursera

3 Weeks Online
Intermediate
Guided Tour of Machine Learning in Finance

Guided Tour of Machine Learning in Finance

NYU via Coursera

4 Weeks Online
Intermediate

TensorFlow on Google Cloud

Google via Coursera

6 Weeks Online
Intermediate

Unsupervised Learning

Georgia Tech via Udacity

4 Weeks Online
Intermediate
₹69,700 ₹82,000

Machine Learning for Trading

Georgia Tech via Udacity

4 Months Online
Intermediate
Free

Introduction to Machine Learning

Udacity

10 Weeks Online
Intermediate
Free

Courses of your Interest

Salesforce Administrator and App Builder

Salesforce Administrator and App Builder

SkillUp Online via Simplilearn

16 Hours Online
Intermediate
Free
Introduction to Medical Software

Introduction to Medical Software

Yale University, New Haven via Coursera

3 Weeks Online
Intermediate
Free

Google Cloud Architect Program

Google Cloud via SkillUp Online

11 Weeks Online
Intermediate
₹ 54,999

Google Cloud Architect Program

Google via SkillUp Online

11 Weeks Online
Intermediate
₹ 54,999
Information Security Design and Development

Information Security Design and Development

Coventry University, Coventry via Futurelearn

10 Weeks Online
Intermediate
Ethics Laws and Implementing an AI Solution on Mic...

Ethics Laws and Implementing an AI Solution on Mic...

CloudSwyft Global Systems, Inc via Futurelearn

14 Weeks Online
Intermediate
Network Security and Defence

Network Security and Defence

Coventry University, Coventry via Futurelearn

10 Weeks Online
Intermediate

Cyber Security Foundations Start Building Your Car...

EC-Council via Futurelearn

15 Weeks Online
Intermediate
Applied Data Analysis

Applied Data Analysis

CloudSwyft Global Systems, Inc via Futurelearn

14 Weeks Online
Intermediate
₹ 900

More Courses by Google

Advanced Training

Google

15 Hours Online
Intermediate
Free

Certified Trainer

Google

20 Hours Online
Intermediate
Free

Building No-Code Apps with AppSheet Implementation

Google via Coursera

3 Weeks Online
Intermediate

Contact Center Artificial Intelligence Operations ...

Google via Coursera

2 Weeks Online
Intermediate

Building Batch Data Pipelines on GCP

Google via Coursera

6 Weeks Online
Intermediate

Enterprise Database Migration

Google via Coursera

3 Weeks Online
Intermediate

Mitigating Security Vulnerabilities on Google Clou...

Google via Coursera

3 Weeks Online
Intermediate

Migrating to Google Cloud

Google via Coursera

2 Weeks Online
Intermediate
Free

Building Resilient Streaming Analytics Systems on ...

Google via Coursera

7 Weeks Online
Intermediate

Essential Google Cloud Infrastructure Foundation

Google via Coursera

4 Weeks Online
Intermediate

Trending Courses

Popular Courses

Popular Platforms

Learn more about the Courses

Download the Careers360 App on your Android phone

Regular exam updates, QnA, Predictors, College Applications & E-books now on your Mobile

Careers360 App
150M+ Students
30,000+ Colleges
500+ Exams
1500+ E-books