Managing Machine Learning Project - Evaluating Ideas, Biz Understanding, Design and Issues
Welcome! This video is the Final Assignment for Managing ML Projects (Duke University) on Coursera. It covers at a high level the following:
1. Opportunity Evaluation - problem statement
2. Business Understanding of the Problem (CRISP-DM) - Defining the problem, expected business impact
3. The Solution and Validation plan - High level solution and possible iterative experiments for implementations
4. ML System Design - consider design decision such as Cloud vs Edge, Online vs Offline predictions, Online vs Offline Learning, Monitoring etc
5. Potential Risks in Production - High level possible issues to be anticipated in production
I hope you enjoyed this video and learned something interesting :) Please like & comment and also subscribe. It inspires me to make more videos like this. Thanks much! :)
#Machine Learning #ProductManagement #ArtificialIntelligence #CRISP-DM