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Created June 11, 2018 15:32
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"Building the Software 2.0 Stack" talk: https://vimeo.com/272696002
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quick_notes.md

My Notes for the Talk

A talk by Andrej Karpathy at Train AI 2018 conference - machine learning for a human world.

Training Datasets

The part around building and managing datasets is very interesting. We don't get to hear about these problems often.

Software 2.0 Integrated Development Enviroments (IDEs)

What IDEs including code editors will look like?

  • Show a full inventory or statistics of the current dataset.
  • Create or edit annotation layers for any datapoint.
  • Flag, escalate & resolve discrepancies in multiple labels.
  • Flag and escalate datapoints that are likely to be mislabeled.
  • Display predictions on an arbirary set of test datapoints.
  • Autosuggest datapoints that should be labeled.
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