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How to Develop AI Products by Amazon
Sr Product Manager
CERTIFICATES
Your Product Management Certificate Path
Product Leadership
Certificate™
Full Stack Product
Management Certificate™
Product Management
Certificate™
20 HOURS
40 HOURS
40 HOURS
Corporate
Training
Level up your team’s Product
Management skills
Free Product Management Resources
BOOKS
EVENTS
JOB PORTAL
COMMUNITIES
bit.ly/product_resources
COURSES
Webinar: AI Product Development
by Sr. PM @ Amazon
Marzieh Nabi, PhD
S P E A K E R
Senior Product
Manager
A B O U T M E
Education: PhD/MSc @ UW and Ignite @ Stanford
Research Scientist in AI @ PARC
Director of Business Strategy @ PARC
PM @ Automation Anywhere: AI (NLP/Computer Vision/Speech) products for enterprise process automation
PM @ eBay: Using AI to convert unstructured data to structured format
PM @ Amazon (Supply Chain Optimization Technologies)
The content presented here are solely based on my personal
perspectives and experiences and are not reflecting the companies I
have worked for.
The following presentation contains forward thinking and may change
over time.
Disclaimer
Agenda
What it means to be a product manager
for AI products
AI product development: challenges
and opportunities
Skillset
Human + AI integration/collaboration
Mindset
AI Product Manager
What is AI?
1
1
www.productschool.com
Courtesy of Stanford.edu
A PM in AI
1
1
There are three major pillars to this
Mindset Skillset Human Integration
Discussing each pillar in the next set of slides
A PM in AI: Mindset (AI is another set of tools)
Time
Growth
Introduction Growth Maturity Decline
Product Life Cycle
Conceive
Plan
Develop
Iterate
Launch
Steady
State
Maintain
/ Kill
Product
Development
Process
Most concepts in the product life cycle and product
development process would still hold!
A PM in AI: Skillset (Deep knowledge in AI)
Level One
(Recall)
Level
Two
(Skill/Concept)
Level Three
(Strategic Thinking)
Level
Four
(
Extended
Thinking)
Describe
Explain
Interpret
PM
Technology
Design
Business
Product Manager
Able to interpret and criticize the results, not just understand,
explain and communicate them
Deep knowledge in AI, why?
1
1
● Being able to analyze and criticize the solutions/data/algorithms/products
● Have to understand and communicate the limitations of the technology
● Data is an important part of the AI product development process. Have to be able to develop
and execute a data strategy
● Build trust with scientist and developers
A PM in AI: AI + Human
1
1
● We cannot expect AI algorithms to perform tasks with high confidence because of
○ Volatility in the data
○ Unseen events
● So we would need human to judge more complex cases
● Examples
○ Predictive maintenance
○ Customer Service Automation
A PM in AI: AI + Human
1
1
The integrated AI + Human product is heavy on the design elements due to
the presence of human users
The integration of AI and human products can provide a platform/venue to
collect labelled data
AI Product Development:
Opportunities and Challenges
Opportunities
1
1
Examples
● Customer service automation
● Driveless cars
● Advanced manufacturing
● Better health and wellness solutions
Challenges
1
1
● Stakeholders expectation management
● Data acquisition and governance
● Technology limitation and RoI/RoE calculations
● Metrics
Main Takeaways
Summary
1
1
● AI is not hammer; it is just another set of tools to solve a problem
● To become a credible product manager in AI, you should have level 4 (out of 4) depth of
knowledge on AI (or specific branch of AI you are going to use)
● Today AI + Human is a more promising solution. Think about how you can integrate these two
elements into your products
Thank You!
www.productschool.com
Part-time Product Management Training Courses
and
Corporate Training

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How to Develop AI Products by Amazon Sr Product Manager

  • 1. www.productschool.com How to Develop AI Products by Amazon Sr Product Manager
  • 2. CERTIFICATES Your Product Management Certificate Path Product Leadership Certificate™ Full Stack Product Management Certificate™ Product Management Certificate™ 20 HOURS 40 HOURS 40 HOURS
  • 3. Corporate Training Level up your team’s Product Management skills
  • 4. Free Product Management Resources BOOKS EVENTS JOB PORTAL COMMUNITIES bit.ly/product_resources COURSES
  • 5. Webinar: AI Product Development by Sr. PM @ Amazon
  • 6. Marzieh Nabi, PhD S P E A K E R Senior Product Manager
  • 7. A B O U T M E Education: PhD/MSc @ UW and Ignite @ Stanford Research Scientist in AI @ PARC Director of Business Strategy @ PARC PM @ Automation Anywhere: AI (NLP/Computer Vision/Speech) products for enterprise process automation PM @ eBay: Using AI to convert unstructured data to structured format PM @ Amazon (Supply Chain Optimization Technologies)
  • 8. The content presented here are solely based on my personal perspectives and experiences and are not reflecting the companies I have worked for. The following presentation contains forward thinking and may change over time. Disclaimer
  • 9. Agenda What it means to be a product manager for AI products AI product development: challenges and opportunities Skillset Human + AI integration/collaboration Mindset
  • 12. A PM in AI 1 1 There are three major pillars to this Mindset Skillset Human Integration Discussing each pillar in the next set of slides
  • 13. A PM in AI: Mindset (AI is another set of tools) Time Growth Introduction Growth Maturity Decline Product Life Cycle Conceive Plan Develop Iterate Launch Steady State Maintain / Kill Product Development Process Most concepts in the product life cycle and product development process would still hold!
  • 14. A PM in AI: Skillset (Deep knowledge in AI) Level One (Recall) Level Two (Skill/Concept) Level Three (Strategic Thinking) Level Four ( Extended Thinking) Describe Explain Interpret PM Technology Design Business Product Manager Able to interpret and criticize the results, not just understand, explain and communicate them
  • 15. Deep knowledge in AI, why? 1 1 ● Being able to analyze and criticize the solutions/data/algorithms/products ● Have to understand and communicate the limitations of the technology ● Data is an important part of the AI product development process. Have to be able to develop and execute a data strategy ● Build trust with scientist and developers
  • 16. A PM in AI: AI + Human 1 1 ● We cannot expect AI algorithms to perform tasks with high confidence because of ○ Volatility in the data ○ Unseen events ● So we would need human to judge more complex cases ● Examples ○ Predictive maintenance ○ Customer Service Automation
  • 17. A PM in AI: AI + Human 1 1 The integrated AI + Human product is heavy on the design elements due to the presence of human users The integration of AI and human products can provide a platform/venue to collect labelled data
  • 19. Opportunities 1 1 Examples ● Customer service automation ● Driveless cars ● Advanced manufacturing ● Better health and wellness solutions
  • 20. Challenges 1 1 ● Stakeholders expectation management ● Data acquisition and governance ● Technology limitation and RoI/RoE calculations ● Metrics
  • 22. Summary 1 1 ● AI is not hammer; it is just another set of tools to solve a problem ● To become a credible product manager in AI, you should have level 4 (out of 4) depth of knowledge on AI (or specific branch of AI you are going to use) ● Today AI + Human is a more promising solution. Think about how you can integrate these two elements into your products
  • 24. www.productschool.com Part-time Product Management Training Courses and Corporate Training