December 30, 2013

The verbs of Data Science

The kerfuffle about what is Data Science and who are Data Scientists comes down to nouns and verbs.

Data Science and Data Scientists are nouns. Most nouns are abstractions, buckets that make communication easier. Nouns are short-hand, but they can slippery (some people do not tolerate ambiguity well.). Nouns become more useful (and more powerful) when paired with verbs.

Here are sample data science verb-noun pairs:

  • Fit models.
  • Create data products.
  • Communicate results.

Each one of those general verbs can be made crisper with more specific verbs:

  • Pipe data into Vowpal Wabbit .
  • Code the backend to a recommendation widget for a website.
  • Post slide deck.
I much rather have a discussion about verbs than nouns.

3 comments:

  1. How about when to use the following verbs describing actions related to modeling:
    Build
    Design
    Develop
    Create
    ...

    Any suggestion on when it's wrong to use some and better to use others?

    Thanks,

    ReplyDelete
    Replies
    1. Here are my recent thoughts on the topic http://www.slideshare.net/foco24/a-data-science-workflow-nonprofit-edition

      Data Science Workflow:
      1. Ask
      2. Acquire
      3. Process
      4. Model
      5. Deliver

      Delete
  2. AnonymousMay 13, 2019

    Write more, thats all I have tto say. Literally, it
    seems as though yoou relied on the video to make your point.
    Youu obviously know what youre talking about, why throw away your intelligence on just posting
    videos to your sote when you could be giving us something enlightening to read?

    ReplyDelete