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Bespoke Datasets for Multimodal AI Products

This course is for product managers who want to build AI products that include multimodal data such as text, video, and audio. Leveraging existing data for AI applications is a great way to get started, but bespoke datasets can offer improved accuracy, domain specificity, and, ultimately, a competitive advantage. The course starts with an overview of supervised machine learning techniques, computer vision—the technology that allows computers to "see"—and how computer vision and supervised ML can be combined. Then, you'll learn more about how to create bespoke datasets for computer vision and other applications, and conclude with a walkthrough of the key stakeholders involved in AI product development. In the project, you'll develop a roadmap for an AI-powered video creation app.

  • Course
  • Intermediate
  • 6 hours
  • Updated: Aug 3, 2025

Subscription · Monthly

  • Cancel Anytime
  • Unlimited access to hundreds of top-rated courses
  • Hands-on projects with expert feedback
  • Personalized career coaching and interview prep
  • Program Certificates

Skills you'll learn

6 skills

  • Dataset annotation
  • Rice framework
  • Model performance metrics
  • Computer vision business context
  • Stakeholder management

Prerequisites

2 prerequisites

Prior to enrolling, you should have the following knowledge:

  • Product management basics
  • AI fluency

You will also need to be able to communicate fluently and professionally in written and spoken English.

Course Outline

  • 4 lessons
  • 1 project

Program Instructors

3 instructors

Unlike typical professors, our instructors come from Fortune 500 and Global 2000 companies and have demonstrated leadership and expertise in their professions:

Justin Leung

Senior AI Product Manager, Kikoff

Kirubel Tesfaye

Product Manager, PowerSchool

Brad Nemer

VP of Product Management

Justin Leung

Senior AI Product Manager, Kikoff

Kirubel Tesfaye

Product Manager, PowerSchool

Brad Nemer

VP of Product Management

Subscription · Monthly

  • Cancel Anytime
  • Unlimited access to hundreds of top-rated courses
  • Hands-on projects with expert feedback
  • Personalized career coaching and interview prep
  • Program Certificates

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