Writing
03 essays
Notes on applied machine learning.
Practical write-ups on time-series, recommendation systems, and the engineering craft behind shipping models — published on Medium.
Kaggle Silver Medal — OSIC Pulmonary Fibrosis Progression
23rd place (silver medal) in Kaggle's competition to predict lung function decline from CT scans. A single TabNet model trained...
Encoder-Decoder Models for Multistep Time-Series Forecasting
A from-scratch PyTorch walkthrough of seq2seq forecasting — the architecture behind a 15% energy-OPEX cut across 5,000+ 5G cells.
Similar-Image Recommendations with FastAI and Annoy
Building a visual 'more like this' feature with transfer-learned CNN embeddings and approximate nearest neighbours.