Workshop: Explanations and ML Pipelines - ML in Production


Jul 23, 10:00 AM PDT
  • Virtual AICamp
  • 407 RSVPs
Description
In this workshop, we will cover 2 important aspects of applied machine learning systems - Explanations and Machine Learning Pipelines.
We will start with a technical talk on Explainable AI and cover the key methods to generate explanations.
After the technical talk, we will conduct a hands on workshop where we will cover how to set up ML data and re-training pipelines. We will cover both streaming and batch updates to data and how ML retraining pipelines can be set up to pick up the latest versions of a dataset. We will finish with generating explanations for models.


Agenda (US pacific time UTC-7):
  • [10:00 - 10:10am] Welcome and workshop overview
  • [10:10 - 10:45am] Explainable AI - overview and science behind the different approaches
  • [10:45 - 11:45am] Hands on workshop
  • [11:45 - 12:00pm] Q&A and wrap up
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