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Duke University
AI Product Management Specialization

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Duke University

AI Product Management Specialization

Manage the Design & Development of ML Products. Understand how machine learning works and when and how it can be applied to solve problems. Learn to apply the data science process and best practices to lead machine learning projects, and how to develop human-centered AI products which ensure privacy and ethical standards.

Jon Reifschneider

Instructor: Jon Reifschneider

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Get in-depth knowledge of a subject

(752 reviews)

Beginner level

Recommended experience

4 months at 5 hours a week
Flexible schedule
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Get in-depth knowledge of a subject

(752 reviews)

Beginner level

Recommended experience

4 months at 5 hours a week
Flexible schedule
Earn a career credential
Share your expertise with employers

What you'll learn

  • Identify when and how machine learning can applied to solve problems

  • Apply human-centered design practices to design AI product experiences that protect privacy and meet ethical standards

  • Lead machine learning projects using the data science process and best practices from industry

Overview

What鈥檚 included

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Taught in English
15 practice exercises

Advance your subject-matter expertise

  • Learn in-demand skills from university and industry experts
  • Master a subject or tool with hands-on projects
  • Develop a deep understanding of key concepts
  • Earn a career certificate from Duke University

Specialization - 3 course series

What you'll learn

Skills you'll gain

Category: Regression Analysis
Category: Deep Learning
Category: Machine Learning
Category: Supervised Learning
Category: Decision Tree Learning
Category: Algorithms
Category: Random Forest Algorithm
Category: Performance Metric
Category: Artificial Neural Networks
Category: Unsupervised Learning
Category: Data Science
Category: Classification And Regression Tree (CART)
Category: Computer Vision
Category: Artificial Intelligence and Machine Learning (AI/ML)
Category: Predictive Analytics
Category: Natural Language Processing

What you'll learn

Skills you'll gain

Category: Technical Design
Category: System Monitoring
Category: Data Pipelines
Category: Applied Machine Learning
Category: Data Cleansing
Category: Feature Engineering
Category: Machine Learning
Category: Data Collection
Category: Data Management
Category: Data Quality
Category: Technology Solutions
Category: Systems Architecture
Category: Software Development Life Cycle
Category: Artificial Intelligence and Machine Learning (AI/ML)
Category: Data Science
Category: Data Processing
Category: Systems Design
Category: Technical Management
Category: Project Management
Category: MLOps (Machine Learning Operations)

What you'll learn

  • Identify and mitigate privacy and ethical risks in AI projects

  • Apply human-centered design practices to design successful AI product experiences

  • Build AI systems that augment human intelligence and inspire model trust in users

Skills you'll gain

Category: Human Factors
Category: Information Privacy
Category: User Experience Design
Category: Data Ethics
Category: Artificial Intelligence
Category: Human Centered Design
Category: Law, Regulation, and Compliance
Category: Responsible AI
Category: Human Learning
Category: Personally Identifiable Information
Category: Design Thinking
Category: Automation
Category: Machine Learning
Category: Human Computer Interaction

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Instructor

Jon Reifschneider
Duke University
3 Courses77,283 learners

Offered by

Duke University

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