Mastering AI Product Management

INTERACTIVE COURSE

Mastering AI Product Management

Intermediate

133 Lessons

15h

Certificate of Completion

AI Explanations

AI Explanations

Mastering AI Product Management

110 Quizzes

506 Illustrations

Takeaway Skills

Understanding of the principles and tools for AI-based product development

A working knowledge of machine learning and deep learning technologies

Strategy development for macro and micro-level management of AI-infused products

The ability to productize machine learning services and customize solutions for specific verticals

The ability to benchmark AI product performance and optimize strategies

Course Overview

This course is designed comprehensively for aspiring leaders and managers in the digital world. It embarks you on a transformative learning journey into the dynamic landscape of AI product management, where innovation meets strategy. You will begin this course with fundamental principles, essential infrastructure, and tools for AI-based products and dive deep into model development and maintenance. You will then explore the complexities of machine learning and deep learning and progress toward proven comm...Show More

Course Content

1

Getting Started

Course Overview

2

Infrastructure and Tools for Building AI Products

Introduction to Infrastructure and Tools Definitions: What Is and Is Not AI

Machine Learning vs. Deep Learning – Understanding the Difference Learning Types and Supervised Learning Models Semi-supervised, Unsupervised, and Reinforcement Learning Models The Order—Flow and Process

Data Containers and Pipelines Managing Projects—IaaS Deployment Strategies Succeeding in AI The Promise of AI Summary Quiz

3

Model Development and Maintenance for AI Products

Introduction to Model Development and Maintenance Understanding the Stages of NPD Model Types Model Training Performance Metric: R-Squared Metric Model Deployment Testing and Troubleshooting Refreshing: Updating Models Summary Quiz

4

Machine Learning and Deep Learning Deep Dive

Introduction to Machine Learning and Deep Learning The Old: Exploring ML The New: Exploring DL A Brief History of DL Types of Neural Networks: Part I Types of Neural Networks: Part II Emerging Technologies Explainability and Accuracy Summary Quiz

5

Commercializing AI Products

Introduction to Commercializing AI Products AI Products in the B2B Market AI Products in the B2C Market Blue Ocean Products in the AI Market Red Ocean Products in the AI Market Marketing Strategies and Explainability Summary Quiz

6

AI Transformation and Its Impact on Product Management

8 Lessons

7

Understanding the AI-Native Product

10 Lessons

8

Productizing the ML Service

11 Lessons

9

Customization for Verticals, Customers, and Peer Groups

10 Lessons

10

Macro and Micro AI for Our Product

12 Lessons

11

Benchmarking Performance, Growth Hacking, and Cost

12 Lessons

12

The Rising Tide of AI

8 Lessons

13

Trends and Insights Across Industry

8 Lessons

14

Evolving Products into AI Products

11 Lessons

15

Conclusion

1 Lesson

COURSE AUTHOR

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FOR TEAMS

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