Archives

Browse all blog posts by date. Explore tutorials, insights, and updates on data science, machine learning, and AI.

All Posts

12 posts found

May 2026

(1)

Deep Learning

Stable Diffusion for Geospatial Synthesis

Notes from my master thesis: conditioning Stable Diffusion on DTM + building mask to generate Digital Surface Models.

May 10, 20269 min read

September 2025

(1)

Deep Learning

Adapting ESRGAN for Multiband Sentinel-2 Imagery

What changes when you bring a super-resolution GAN out of natural images into multiband satellite data.

Sep 20, 20257 min read

July 2025

(1)

NLP

Notes on LoRA Fine-Tuning and Local LLM Inference

What I learned running open-source LLMs locally with Ollama and llama.cpp, with LoRA adapters on top.

Jul 8, 20258 min read

April 2025

(1)

Data Engineering

Running an HPC Cluster for a Research Group

Lessons from managing a SLURM cluster + containerized ML workloads for a research group.

Apr 14, 20257 min read

November 2024

(1)

NLP

Three Lessons from Multitask BERT

Sharing the encoder across Paraphrase, STS and Sentiment — what helped and what hurt.

Nov 2, 20246 min read

July 2024

(1)

Computer Vision

Classifying Vehicles from a Single Line of Pixels

How much information can you really pull out of one row of pixels per frame? More than I expected.

Jul 22, 20245 min read

April 2024

(1)

Data Visualization

Data Visualisation Best Practices

Principles and tips that have stuck with me for making charts that actually inform.

Apr 18, 20246 min read

March 2024

(1)

Python

10 Python Tips for Data Scientists

A grab-bag of Python patterns I reach for often when wrangling data and prototyping models.

Mar 8, 20245 min read

November 2023

(1)

Machine Learning

Feature Engineering Fundamentals

Why feature engineering still beats fancier models on many real-world tabular problems.

Nov 14, 20237 min read

September 2023

(1)

Python

Pandas Tricks for Data Cleaning

A roundup of pandas patterns that have saved me hours on messy datasets.

Sep 22, 20236 min read

Stay Updated

Subscribe to get the latest blog posts, project updates, and data science insights straight to your inbox.

No spam. Unsubscribe anytime.