Managing Machine Learning Project - Evaluating Ideas, Biz Understanding, Design and Issues

2022 ж. 30 Нау.
328 Рет қаралды

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

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