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Saturday Keynote at #ODSCWest Carrie Grimes Bostock - Data Science & Automated Decision Making. Automation has inputs, model(s) and potential outputs for action.
What is the goal of your models? Interpretability is important, but not the only thing. Other measures exist, but understanding your model is important to prevent outcomes, override recommendations, and to connect models to other systems - or stacks of models & systems. #ODSCWest
Example: placing racks in the Santa Clara data centre. Considerations, restrictions on space, power, future use of space, etc. Also: People install racks. They need to be able to intervene based on info that the placement model doesn't have. #ODSCWest
Read 29 tweets
Just about to kick off the keynotes at #ODSCWest - also to come today: job fair, hands-on workshops & networking. First speaker: @karpathy
Key element of #AI is that neural networks are code. It's just written by machines - #Code2point). Still need to be maintained, develop tests, refactoring and organization. #ODSC
Need to set up unit tests for #AI neural networks. How to meet tests, tune dataset, tune model, tune optimization. #ODSCWest
Read 20 tweets

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