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Add tutorials to user documentation #54

Description

@ArthurDanjou

Provide step-by-step practical guides for new framework users.

Here is a non-exaustive list of tutorials :

  • "Quick Start" tutorial — run a simple training with MultiKrum
  • "Implement an aggregator" tutorial — add a custom aggregator
  • "Implement an attack" tutorial — create a custom Byzantine attack
  • "Orchestrator and experimentation" tutorial — set up an experiment campaign
  • "Reproduce an experiment" tutorial — reproduce paper results (NIPS 2017, ICML 2018)
  • "Understanding the Model wrapper" tutorial — zero-copy flat tensor views of parameters and gradients
  • "Running an experiment from A to Z" tutorial — create a simulation, define an experiment, and use the orchestrator

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