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  • Monolith AI
  • London
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garethjns/README.md

Projects

Project Descrption Images Status Code status
Social distancing simulator Simulating disease spread in a graph-based model that allows agent interaction. example Active                           Reliability Rating Technical Debt Lines of Code
Reinforcement learning using Keras Building various reinforcement learning approaches from scratch in Keras and Tensorflow 2.3. exampleexample Active Reliability Rating Technical Debt Lines of Code
Multisensory integration models Comparing possible mechanisms of multisensory integration in the mammalian brain using deep neural networks. example Backburner Reliability Rating Technical Debt Lines of Code
AudioDAG Lazy, DAG based stimulus builder for psychophysics stimuli. Not just for audio. example Backburner Reliability Rating Technical Debt Lines of Code
PsychometricCurveFitting Psychometric curve fitting for MATLAB and Python. example Backburner Reliability Rating Technical Debt Lines of Code
Microservices for Sklearn models Playing with REST/GRPC/Minio/Docker/Kubernetes, etc. to build basic microservices hosting Sklearn models. Backburner Reliability Rating Technical Debt Lines of Code
IncrementalTrees Out-of-core fitting of Sklearn forest models using Dask. Inactive Reliability Rating Technical Debt Lines of Code
Epileptic Seizure prediction Predicting epileptic seizures in humans using machine learning and EEG data. Publications: Brain, Epilepsia, Kaggle blog, Mathworks blog example Completed
Drift diffusion modelling Decision modelling using drift multi-channel drift diffusion models with dynamic decision boundaries, adaptation, etc. example Inactive
Integer sequence learning Predicting integer sequence functions from few examples. Publications: Kaggle blog example Completed

Pinned

  1. AudioDAG AudioDAG Public

    A lazy-DAG component approach to signal generation. Designed for psychophysics stimuli.

    Python 1 1

  2. social-distancing-sim social-distancing-sim Public

    Simulating the effect of social distancing on disease spread through a population graph.

    Python 4 4

  3. IncrementalTrees IncrementalTrees Public

    Adds partial fit method to sklearn's forest estimators to allow incremental training without being limited to a linear model. Works with Dask-ml's Incremental.

    Jupyter Notebook 35 3

  4. Kaggle-EEG Kaggle-EEG Public

    Seizure prediction from EEG data using machine learning. 3rd place solution for Kaggle/Uni Melbourne seizure prediction competition.

    MATLAB 95 31

  5. reinforcement-learning-keras reinforcement-learning-keras Public

    Reinforcement learning algorithms implemented in Keras (tensorflow==2.3) and sklearn

    Python 6 2

  6. MSIModels MSIModels Public

    Exploring multi-sensory integration and decision making in biologically inspired deep neural networks.

    Python 3 2