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Fabric's user understanding challenge

The goal of this challenge is to see how you approach problem solving, especially when the “best practice” approach isn’t clear. Creating an accurate understanding of a user based on their online interactions is an open problem and we are looking for creative thinkers who can help us build the best user understanding in the world!

Before getting started

Apply for this job only if:

  • building a great company is your top priority in life
  • you are extremely hard working and internally motivated
  • you expect the same level of dedication from the people you work with
  • you are happy working 7 days a week from our office in London

Few guidelines

  • Spend as much time as you need to come up with something you are proud of.
  • The thought process you followed to arrive to the solution is even more important than the solution itself (only for this challenge tho). Do not polish the solution too much, instead make sure to clearly explain the reasoning behind it. If you try multiple approaches, make sure to include all of them, even if they lead to nothing.
  • You are allowed any tool you want. The fact that computers can now think though shouldn't be an excuse for you not to. If your solution can easily be reproduced by prompting an LLM, it will not be considered (we can prompt an LLM ourselves).
  • Solving 50% of the challenge in an interesting way is worth more than solving 100% of it in a dummy way.
  • Be verbose where it's needed: describing the approach and the reasoning behind it.
  • Be concise where it's needed: useless LLM generated comments are not welcome.
  • We will not execute your solution so make sure the notebook clearly shows the output of your work.

Getting started

To get started, please clone this repo and check out the challenge.ipynb file. The file includes the challenge and a high level description of what we consider a dummy approach. Make sure your solution is significantly better that the dummy one.

Submit your solution

When you’re proud of your solution, send us a link to your repo. If you don’t feel like making your repo public, make a private one and invite @massimoalbarello.

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