Mastering AI Product Management

Lead the GenAI revolution with in-depth knowledge of AI product management. Future-proof your skills in AI infrastructure, model development, commercialization, and vertical customization strategies.

Intermediate

133 Lessons

15h

Certificate of Completion

Lead the GenAI revolution with in-depth knowledge of AI product management. Future-proof your skills in AI infrastructure, model development, commercialization, and vertical customization strategies.

AI-POWERED

Explanations

AI-POWERED

Explanations

This course includes

110 Quizzes

This course includes

110 Quizzes

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

What You'll Learn

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

What You'll Learn

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

Course Content

Getting Started

Get familiar with responsible AI adoption, risks, and building AI-driven solutions.

Course Overview

Infrastructure and Tools for Building AI Products

Get started with the core tools and infrastructure for developing, managing, and deploying 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

Model Development and Maintenance for AI Products

Explore model development, maintenance, NPD stages, model types, training, deployment, and ethical practices.

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

Machine Learning and Deep Learning Deep Dive

Grasp the fundamentals of machine learning, deep learning, neural networks, and ethical considerations in AI.

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

Commercializing AI Products

Map out the steps for commercializing AI products in B2B and B2C markets.

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

AI Transformation and Its Impact on Product Management

8 Lessons

Follow the process of transforming product management with AI innovations across industries.

Understanding the AI-Native Product

10 Lessons

Build on developing successful AI strategies, stages of development, team roles, and customization.

Productizing the ML Service

11 Lessons

Step through the process of transforming AI services into commercial products for targeted audiences.

Customization for Verticals, Customers, and Peer Groups

10 Lessons

Unpack the core of customizing AI products for verticals, focusing on market needs and strategies.

10.

Macro and Micro AI for Our Product

12 Lessons

Examine macro and micro AI to optimize products, addressing successes, pitfalls, and practical applications.

11.

Benchmarking Performance, Growth Hacking, and Cost

12 Lessons

Grasp the fundamentals of using metrics, KPIs, and growth hacking for AI product success.

12.

The Rising Tide of AI

8 Lessons

Map out the steps for AI adoption, industry impact, and strategic product management.

13.

Trends and Insights Across Industry

8 Lessons

Investigate AI's transformative impact, growth areas, and strategies for successful industry integration.

14.

Evolving Products into AI Products

11 Lessons

Build on the strategic integration of AI into existing products to create long-term value.

15.

Conclusion

1 Lesson

Get familiar with AI's potential, ethical concerns, and strategic positioning in product management.

Course Author

Trusted by 1.4 million developers working at companies

Anthony Walker

@_webarchitect_

Emma Bostian 🐞

@EmmaBostian

Evan Dunbar

ML Engineer

Carlos Matias La Borde

Software Developer

Souvik Kundu

Front-end Developer

Vinay Krishnaiah

Software Developer

Eric Downs

Musician/Entrepeneur

Kenan Eyvazov

DevOps Engineer

Anthony Walker

@_webarchitect_

Emma Bostian 🐞

@EmmaBostian

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