Mastering AI Product Management

Intermediate

133 Lessons

15h

Certificate of Completion

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

Course Overview

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

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

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

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

AI Transformation and Its Impact on Product Management

8 Lessons

Understanding the AI-Native Product

10 Lessons

Productizing the ML Service

11 Lessons

Customization for Verticals, Customers, and Peer Groups

10 Lessons

Macro and Micro AI for Our Product

12 Lessons

Benchmarking Performance, Growth Hacking, and Cost

12 Lessons

The Rising Tide of AI

8 Lessons

Trends and Insights Across Industry

8 Lessons

Evolving Products into AI Products

11 Lessons

Conclusion

1 Lesson

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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