Where to store your models if you want to access them rarely? Let’s say you want to be able to access them in few months, but you don’t want to pay for the running server all the time. This may not be the regular issue, but we faced this challenge when working on some PoC that was supposed to be shown to clients every few months. We didn’t want to pay for the server all the time, didn’t have to maintain it, but we wanted to have the model ready to be served in a few minutes. The way I solved this was by wrapping the ML model in a FastAPI app with BentoML and deploying it on Google Cloud Run as a docker container. ...
Theme Change - Beware of your dependencies
I had to switch the theme of the blog. This was unexpected and was a hard reminder that you should always be careful with your dependencies. You may rarely think about a theme being a dependency, but when I wanted to use the hello-friend theme under hugo 0.145.x, I discovered its no longer maintained (for over 3 years), the generation just failed. There were some deprecations, but they already became errors in the hugo version I was using. ...
Onyx Boox Half Year Later 📚
Something completely different today. I’ve been using my Onyx Boox Note Air 2 for half a year now and I thought it’s a good time to share my thoughts on it. ...
OxML Report Day4 📜
The report of all talks during the fourth day of OxML Health 2023 where I’ve been on behalf of Appsilon.. This day talks were on: Insightful Lecture on ML for Mental Health - Munmun De Chodhury Drug Discovery with ML - Ravi Patel How to make sure the Market wants your solution - Reza Khorshidi ...
OxML Report Day3 📜
The report of all talks during the third day of OxML Health 2023 where I’ve been on behalf of Appsilon.. This day talks were on: Introduction to Neural Networks - Gitta Kutyniok Medical Expert’s View on Impactful and Responsible ML in Health with EHR - Kazem Rahimi Chaotic Lecture on Graphs and ML - Pietro Liò ...
OxML Report Day2 📜
The report of all talks during the second day of OxML Health 2023 where I’ve been on behalf of Appsilon.. This day talks were on: The State of Computer Vision and Many CV Experiments - Cristian Rupprecht ML Challenges in Oncology and Multi-omics data - Mireira Crispin What is a Multimodality and How To Work With It? - Louis-Philippe (LP) Morency ...
OxML Report Day 1 📜
The report of all talks during the first day of OxML Health 2023 where I’ve been on behalf of Appsilon. This day talks were on: Casual Inference - Cheng Zhang Computer Vision in medicine - Jorge Cardoso Knowledge Representation - Ali Eslami ...
OxML Health 2023 - Summary 🌍📚❤️🩹
Long time no see ^^ Today, I’d like to share my experience from OxML Health Summer School that I attended in person this year on behalf of Appsilon. ...
Detecting Antarctic Shag Nests 🐧🐻❄️🇦🇶
It’s always nice if you can use your technical skills for something good for our planet. I have this opportunity during work at Appsilon where from time to time we work on Data4Good projects. One such project was copepods/plankton project where I was doing segmentation of the oil sac in the Arctic plankton. This time I’d like to share something from the other pole of the globe. Currently we work on detecting the Antarctic shags nests on the Antarctic islands. Together with Jędrzej Świeżewski and Joanna Kaleta we were cooperating with researchers from IBB PAS on this task. Checkout the engagement summary blog post on the Appsilon blog. ...
Jupyter Notebooks and Quarto 📓📃
What if you just don’t like rmd/qmd format anymore? You love jupyter notebooks and that’s your way of working (that’s me). Still, you must generate report from time to time. Fortunately quarto solves this problem brilliantly! The reports look beautifully. Not only htmls what we might expect, but pdfs as well! I wrote a post for Appsilon that has been published on medium regarding this topic. Be sure to check it out, it was a real game-changer for me! ...