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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

Course Overview

What You'll Learn

Course Content

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

This course is designed comprehensively for aspiring leaders and managers in the digital world. It embarks you on a transformati...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

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

Course Content

Getting Started

1 Lessons

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

Course Overview

Infrastructure and Tools for Building AI Products

13 Lessons

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

Model Development and Maintenance for AI Products

10 Lessons

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

10 Lessons

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

8 Lessons

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.

Introduction to AI Transformation and Its Impact

Money and Value

Goods and Services

Government and Autonomy

Understanding the AI-Native Product

10 Lessons

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

Introduction to AI-Native Product

Stages of AI Product Development

AI/ML Product Dream Team: Part I

AI/ML Product Dream Team: Part II

Investing in Tech Stack

Productizing AI-Powered Outputs

AI Customization

Selling AI: Product Management

Summary

Quiz

Productizing the ML Service

11 Lessons

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

Introduction to Productizing the ML Services

AI vs. Traditional Software Product

Difference Between AI and Traditional Software Products: Part I

Difference Between AI and Traditional Software Products: Part II

B2B vs. B2C—Productizing Business Models: Part I

B2B vs. B2C—Productizing Business Models: Part II

Consistency and AIOps/MLOps

Performance Evaluation

Feedback Loop

Summary

Quiz

Customization for Verticals, Customers, and Peer Groups

10 Lessons

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

Introduction to Customization

Orienting AI toward Specific Areas

Market Benefits

Building Our AI Product Strategy

Verticals: FinTech, Healthcare, and Cybersecurity

Anomaly Detection and UEBA

Value Metrics and Key Performance Indicators

Thought Leadership: Learning from Peer Groups

Summary

Quiz

10.

Macro and Micro AI for Our Product

12 Lessons

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

Introduction to Micro and Macro AI

Macro AI: Foundations and Umbrellas

Machine Learning

Computer Vision and NLP

Deep Learning

Robotics, Expert Systems, and Fuzzy Logic in Macro AI

Micro AI: Feature Level

Robotics, Expert System, and Fuzzy Logic in Micro AI

Successes: Examples that Inspire

Challenges: Common Pitfalls

Summary

Quiz

11.

Benchmarking Performance, Growth Hacking, and Cost

12 Lessons

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

Introduction to Benchmarking, Growth Hacking, and Cost

Value Metrics

A Guide to North Star Metrics

KPIs and Other Metrics

OKRs and Product Strategy

Hacking: Product-Led Growth

The Tech Stack

CDPs and CEPs for Customer Success

Tools for Communication, Analytics, Testing, and Data Warehousing

Growth-Hacking Tools and Managing Costs and Pricing

Summary

Quiz

12.

The Rising Tide of AI

8 Lessons

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

Introduction to Rising Tide of AI

Evolve or Die: When Change Is the Only Constant

The Fourth Industrial Revolution

From Consultants to Building Teams for AI Adoption

Embracing Challenges in AI Product Management

Navigating Risks in AI Product Management

Summary

Quiz

13.

Trends and Insights Across Industry

8 Lessons

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

Introduction to Trends and Insights Across Industry

Exploring AI Growth: Trends, Ethics, and Applied Strategies

Exploring AI Growth: Creative Applications and Future Trends

Trends in AI Adoption

AI Revolution: Surge of Creative and Autonomous Development

Succeeding in AI Adoption

Summary

Quiz

14.

Evolving Products into AI Products

11 Lessons

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

Introduction to Evolving Products into AI Products

Balancing Possibilities, Realities and Long-Term Product Value

Prioritizing AI: Value, Scope, and Customer Impact

The Power Behind AI Product Data

Data for AI Success

Competitive Landscape for AI Integration

Creating a Strategic Roadmap for AI Integration

Refining the Strategic Roadmap for AI Integration

Navigating AI Transformation: Red Flags and Green Flags

Summary

Quiz

15.

Conclusion

1 Lessons

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

Wrap Up

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