garethjns Goto Github PK

followers: 50.0 following: 20.0 repos: 49.0 gists: 5.0

Name: Gareth Jones

Type: User

Company: Monolith AI

Bio: Ex-experimental neuroscientist, now Data Scientist at Monolith AI.

Location: London

Projects

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

Gareth Jones's Projects

aif360

A comprehensive set of fairness metrics for datasets and machine learning models, explanations for these metrics, and algorithms to mitigate bias in datasets and models.

aotone

Generate and play tones using audioplayer in MATLAB

audiodag

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

beamng-envs

BeamNG simulation environments

beamngpy

Python API for BeamNG.tech

covid-19-stats

driftdiffusion

Drift Diffusion class for Matlab

eyepickler

Offline eye tracking/analysis using PupilLabs Eyetracker for use with various psychophysics tasks

garethjns

geometrynodesbytutorials

Repository for the book: Blender 3.3 Geometry Nodes by Tutorials

incrementaltrees

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.

k8055d-usb

Support for multiple Velleman K8055D USB Boards in Matlab

kaggle-bnppc

Entry in BNP Paribas Cardif competition on Kaggle

kaggle-dsb-2017

Code for Kaggle Data Science Bowl 2017

kaggle-eeg

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

kaggle-football

kaggle-integersequencelearning

R scripts for Kaggle's integer sequence learning

kaggle-redhat

Early entry for Kaggle compeition (https://www.kaggle.com/c/predicting-red-hat-business-value) and script/notebook for basic exporation of the two datasets