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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.
4.6
133 Lessons
15h
Join 2.9 million developers at
Join 2.9 million developers at
LEARNING OBJECTIVES
- 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
Learning Roadmap
2.
Infrastructure and Tools for Building AI Products
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 ToolsDefinitions: What Is and Is Not AIMachine Learning vs. Deep Learning – Understanding the DifferenceLearning Types and Supervised Learning ModelsSemi-supervised, Unsupervised, and Reinforcement Learning ModelsThe Order—Flow and ProcessData Containers and PipelinesManaging Projects—IaaSDeployment StrategiesSucceeding in AIThe Promise of AISummaryQuiz
3.
Model Development and Maintenance for AI Products
Model Development and Maintenance for AI Products
10 Lessons
10 Lessons
Explore model development, maintenance, NPD stages, model types, training, deployment, and ethical practices.
4.
Machine Learning and Deep Learning Deep Dive
Machine Learning and Deep Learning Deep Dive
10 Lessons
10 Lessons
Grasp the fundamentals of machine learning, deep learning, neural networks, and ethical considerations in AI.
5.
Commercializing AI Products
Commercializing AI Products
8 Lessons
8 Lessons
Map out the steps for commercializing AI products in B2B and B2C markets.
6.
AI Transformation and Its Impact on Product Management
AI Transformation and Its Impact on Product Management
8 Lessons
8 Lessons
Follow the process of transforming product management with AI innovations across industries.
7.
Understanding the AI-Native Product
Understanding the AI-Native Product
10 Lessons
10 Lessons
Build on developing successful AI strategies, stages of development, team roles, and customization.
8.
Productizing the ML Service
Productizing the ML Service
11 Lessons
11 Lessons
Step through the process of transforming AI services into commercial products for targeted audiences.
9.
Customization for Verticals, Customers, and Peer Groups
Customization for Verticals, Customers, and Peer Groups
10 Lessons
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
Macro and Micro AI for Our Product
12 Lessons
12 Lessons
Examine macro and micro AI to optimize products, addressing successes, pitfalls, and practical applications.
11.
Benchmarking Performance, Growth Hacking, and Cost
Benchmarking Performance, Growth Hacking, and Cost
12 Lessons
12 Lessons
Grasp the fundamentals of using metrics, KPIs, and growth hacking for AI product success.
12.
The Rising Tide of AI
The Rising Tide of AI
8 Lessons
8 Lessons
Map out the steps for AI adoption, industry impact, and strategic product management.
13.
Trends and Insights Across Industry
Trends and Insights Across Industry
8 Lessons
8 Lessons
Investigate AI's transformative impact, growth areas, and strategies for successful industry integration.
14.
Evolving Products into AI Products
Evolving Products into AI Products
11 Lessons
11 Lessons
Build on the strategic integration of AI into existing products to create long-term value.
Certificate of Completion
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Developed by MAANG Engineers
ABOUT THIS COURSE
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 commercialization strategies for AI products. Next, you will learn macro and micro strategies for managing products built around AI, productizing machine learning services, and customizing specific verticals.
By the end of this course, you will have in-depth knowledge of AI product management and a deep understanding of the AI realm. You will be well-equipped to stay ahead of industry trends, focus on innovation and creativity, and elevate your career with in-depth specialized AI expertise.
ABOUT THE AUTHOR
Packt
A tech learning platform that provides online courses, eBooks, videos, and other resources to help individuals and organizations stay ahead of emerging and popular technologies.
Trusted by 2.9 million developers working at companies
A
Anthony Walker
@_webarchitect_
E
Evan Dunbar
ML Engineer
S
Software Developer
Carlos Matias La Borde
S
Souvik Kundu
Front-end Developer
V
Vinay Krishnaiah
Software Developer
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