Upgrade to Pro — share decks privately, control downloads, hide ads and more …

AI Roadmap

AI Roadmap

The high-level steps engaging AI and ML to specific problems.

Richard Dallaway

July 02, 2020
Tweet

More Decks by Richard Dallaway

Other Decks in Business

Transcript

  1. This is the problem (or perhaps “the dream”)? - “We

    want to automatically [ what? ] so that [ what? ]” - Can you define success? - Is there a smaller step? 1. “WE WANT TO AUTOMATICALLY…”
  2. - Hunch - Bet - Guess - …this is your

    theory. - (your experience plays a big role in finding a good bet) “I wonder if we could [ solve the problem ] by using [ data in reach ]?” 2. “I RECKON….”
  3. This is where you need some AI / machine learning

    experience. - Literature search (has anyone already done this?) - What would make a good model for this problem? - What data do we have? (are we allowed to use it?) - Would this model disadvantage any group? - What data do would we need? …and so, does this sound like something worth trying? 3. “WHAT IF WE TRY….”
  4. - Building a stand-alone experiment (running code) - Getting hands

    on: can we really do this? what gaps do we have? - Does the model work, perform well? - What confidence do we have in this? - How much data do we need to get to production? - What are the consequences of the model being wrong? 4. “LET’S SEE IF OUR HUNCH IS RIGHT…”
  5. - Run and monitor without using the results - There’s

    usually lots of plumbing work to do - Find out what is working and what is not - Feedback behaviour to improve the model - …and be sure you can rectify errors 5. “LET’S GET IT OUT AND SEE…”