Overview
The AI Product Manager Nanodegree Program offers a comprehensive overview of AI and machine learning for business. It covers the basics of AI, creating a business case for AI, and measuring success. Learners will also learn to create a high-quality dataset, design annotation instructions, and build a medical imaging classification system. The program covers building and training AI models, evaluating results, and measuring impact. The capstone project involves developing a business proposal for an AI product, defining success metrics, scoping the dataset, planning model development, and building a monitoring plan.
Syllabus
- Introduction to AI in Business
- Learn the foundations of AI and how these technologies can learn from data and improve or inform product development.
- Creating A Dataset
- Build a custom data annotation job to create novel datasets.
- Build A Model
- Learn how to train and evaluate a neural network using automated machine learning tools.
- Measuring Impact and Updating Models
- As a product manager, you should be constantly looking to improve your machine learning models and product; learn strategies to mitigate bias, scale a product, and continuously update a model.
- Career Services