Here is a collection of my hobbies, some tests, small projects, failed experiments and some successful ones, too!

And remember! “If things are not failing, you are not innovating enough.“ [Elon Musk]

Check out my GitHub repos for some small contributions to the FOSS world.


Let’s connect!

Have a question? Or need help with a similar problem? Find me on your favourite channel!


LLM success? Keep the data flywheel spinning!

LLMs are quite powerful and can solve a wide range of problems! Employing them is easy but assessing their performance in production is still a hard problem.
An overconfident model can ruin your business faster than a low performer.

Read on for an approach. Live demo!!!

Boost Your Models: Insights in data and label augmentation in torchvision

Data augmentation is a technique used to increase the diversity of data available for training models. Until recently, managing both mask and bounding box augmentations simultaneously with the same parameters was challenging in torchvision. Starting with v0.15 torchvision added more streamlined and flexible augmentation capabilities that are easier to use and more consistent with the…

Being Reviewer No. 2 with the help of ChatGPT

I went full Reviewer 2 with the help of ChatGPT. Of course, this was NOT sent to any journal. In real life, I am nothing close to an R2. Fun note: At one point, I went Meta R2, that is, ignoring the “author’s content” and just keep on bashing! In light gray are my inputs…