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SimonOuellette35/README.md

Simon Ouellette

Senior Machine Learning Specialist with 8+ years of professional experience.

Most of my contributions are unfortunately private, but I do have some "extra-curricular" projects for which I created public repositories. These repos essentially revolve around either finance or the "Abstraction & Reasoning Corpus" challenge.

Here is my list of public projects:

  • CountingWithTransformers: these scripts are the companion code to my paper "Counting and Algorithmic Generalization with Transformers".
  • ARC_gym: a framework in development to help generate training data for the Abstraction & Reasoning Corpus challenge.
  • MLC-ARC_gym: an experiment that applies the MLC method (Lake & Baroni (2023)), a meta-learning Transformer, on the ARC gym.
  • Microstructure: a framework in development to help generate simulated financial data, to evaluate algorithms & approaches to ML trading.
  • RLNonStationary: companion code for a talk I gave at Quantopian about using simulated data to train a reinforcement learning algorithm when non-stationarity is a problem.

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  1. CountingWithTransformers CountingWithTransformers Public

    Code for paper "Counting and Algorithmic Generalization with Transformers"

    Python 7

  2. ARC_gym ARC_gym Public

    ARC gym: a data generation framework for the Abstraction & Reasoning Corpus

    Python 17 1

  3. Microstructure Microstructure Public

    Capital market microstructure data simulator/generator

    Python 6 1

  4. RLNonStationary RLNonStationary Public

    Demo for the application of RL to non-stationary effects

    Python 44 20

  5. gym-sokoban gym-sokoban Public

    Forked from mpSchrader/gym-sokoban

    Sokoban environment for Gymnasium

    Python 1