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Neural Network / ML Design Exercise

Scenario

Describe the scenario, what "job" will the neural network do in the context of a software application?

Problem type

  1. Is this a "classification" problem? What are the labels?
  2. Is this a "regression" problem?

Learning

What approach will be used to train the model?

  1. Assuming supervised learning, what is the training dataset and how is it labeled?
  2. If this is a "reinforcement learning"-style problem, how will you "reward" the network. Examples might be a player's score for a game or how long an agent survives in an environment.

Architecture

Describe, in informal terms, the architecture of the model. What are the inputs and what are the outputs?