alanjeffares Goto Github PK

alanjeffares.github.io

covid-19-risk-calculator

data-science-nanodegree

My complete solutions to the four projects undertaken as part of the Udacity Data Science nanodegree

elements-of-statistical-learning

Documenting my progress as I work through The Elements of Statistical Learning book by T. Hastie, R. Tibshirani, and J. Friedman

joint-ensembles

lunar-lander

Comparing ML against RL for beating OpenAI's Lunar Lander game

mclust-app

An R Shiny application implementing mclust, a popular R package for model based clustering and classification

not-double-descent

notebook-to-microservice

Sample repository (to accompany my blog post) for putting machine learning code into production.

simplex

This repository contains the implementation of SimplEx, a method to explain the latent representations of black-box models with the help of a corpus of examples. For more details, please read our NeurIPS 2021 paper: 'Explaining Latent Representations with a Corpus of Examples'.

subtractive-clustering

My implementation of the subtractive clustering algorithm as described in Sheng-Wu Xiong, Xiao-Xiao Niu and Hong-Bing Liu, (2005)

super-learner

My implementation of the stacked ensemble Super Learner as described in Mark J. van der Laan et al, (2007)

tabular-dl-revisiting-models

The official implementation of the paper "Revisiting Deep Learning Models for Tabular Data" (NeurIPS 2021)

tangos

Implementation of Tabular Neural Gradient Orthogonalization and Specialization (TANGOS). A regularizer for neural networks described in our ICLR 2023 paper.

vision

Datasets, Transforms and Models specific to Computer Vision

visualisation_app