Course · ~6.5 hours

Making Friends with Machine Learning (full course)

Cassie Kozyrkov · YouTube Free Beginner

Google's former Chief Decision Scientist built this specifically for non-technical people who make decisions about AI, so it stays conceptual rather than mathematical. It walks through the real life of an AI project, including why moving from prototype to production is where most efforts stumble. That is precisely the gap between a demo and a shipped product that this question warns you about.

  • Understand the full life of an AI project, not just the shiny prototype
  • Prototype to production is the hard part where many projects die
  • Decision quality, not technical detail, is what non-technical founders own

The question it answers

  1. As a non-technical founder, how do I evaluate a tech-heavy trend like AI without getting fooled by hype?

Read with it

  1. The single best thing ever written on customer conversations. It teaches you to ask about the customer's life and past... momtestbook.com Book · ~130 pages The Mom Test Rob Fitzpatrick
  2. The definitive essay on where good ideas come from: notice problems you personally have, don't force it. Use it as the lens for... paulgraham.com Essay · ~20 min read How to Get Startup Ideas Paul Graham
  3. Video · ~25 min How to Talk to Users Eric Migicovsky
  4. This is the canonical piece that put jobs to be done on the map, written by the people who coined it. It uses the famous... Harvard Business Review Article · ~20 min read Know Your Customers' Jobs to Be Done Clayton Christensen et al.
  5. Video · ~50 min How to Evaluate Startup Ideas Kevin Hale, Y Combinator
  6. Perez shows that real technological revolutions run on 50 year cycles with a predictable frenzy, a crash, and then a long... Goodreads Book · 224 pages Technological Revolutions and Financial Capital Carlota Perez
eChai Partner Brands The partnership →