mz256

ashrae_energy_forecast

Time series forecasting for energy consumption, ASHRAE dataset on Kaggle. Data wrangling and FE (Pandas), regression (RF, LightGBM, DNN).

CIFAR10

Test various custom-built models (logistic regression, MLP, CNN) written in PyTorch on CIFAR10.

Entity_Embeddings

Written a tutorial on learning Entity Embeddings for categorical variables with neural networks for use in tree-based algorithms.

Guardian_news_classification

Trained a text classifier on a custom-built NLP dataset created by scraping news articles with the Guardian API. Deployed using Dash.

hello-github-actions

ML_production

Practice with MLOps (Docker).

portfolio_optimisation_LSTM