janrth's repositories
air_quality
Applying XG Boost for multi-step forecasting
car_price
Building a neural net for a regression problem using pytorch. Plus parameter optimization using Ray.
chat_bot
Simple chat bot with training pipeline and pytorch 2 layers feed forward NN
cnn_fashion_mnist
CNN using Keras + visualisation of feature maps + saving logs for tensorbard
logistic_regression
Using Numpy to optimize the log-loss via gradient descent for a binary classifier.
pytorch-ts_examples
Applying pytorch-ts to univariate and multivariate use cases
reinforcement_learning
Model based learning + various model free based learning examples
time-series-stuff
Time-series cross-validation using Optuna, plus some forecasting errors.
covid_19
Simple calculation using probability rules for real world example
deepglo
This repository contains code for the paper: https://arxiv.org/abs/1905.03806. It also contains scripts to reproduce the results in the paper.
github_command_summary
Overview of relevant git commands: pdf + tex file
heart_failure_prediction
Using real world health data to predict death from heart attack. Using feature interaction and an ensemble prediction from logistic regression, random forest classifier and xg boost classifier showing best results.
linear_regression
Using Numpy to implement gradient descent optimisation for Linear Regression.
marketing_mix_model_inspired_optimization
Maximizing sales based on channel activities while taking in consideration a main constraint and diminishing marginal returns.
monthly_mortality
Time-series prediction using some SARIMA model
nearest_neighbor
Using numpy to build own k-nn algorithm. Testing it on dummy data to show importance that train and test data is coming from the same underlying distribution.
pytorch-ts
PyTorch based Probabilistic Time Series forecasting framework based on GluonTS backend
sqlite3_example
Quick sqlite3 example on how to create, insert and query databases.
UK_traffic_data
10 years of UK traffic data. Classification task to identify fatality of an accident