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Playing With Style Transfer 🎨

As mentioned earlier, I will be giving a talk on the 17th SFI IT Academic Festival on the topic of style transfer and StyleGAN. In this post I would like to show you how easy it is to play with style transfer on your own! To tutorial or not to tutorial It might be obvious for you to check Tensorflow/PyTorch tutorials if you wanted to learn how to create style-transfer system. But what if you do not want to learn anything? Maybe all you want is just to do the style transfer on your photos? Apparently tutorials with colab notebooks are all you need! ...

February 5, 2022

Detecting Solar Panels from satellite images part 3 - PoC model deployment in streamlit 🎈

This one is short. :) Usually when we are doing ML experiments, training models, preparing EDA, we want to share the results with the World at some point. One of the quickest and easiest ways to do so in python, to create a simple webapp with results, is a super-cool library streamlit! If you thought building an app in flask is easy, you will be amazed by streamlit simplicity. Actually you do not have to create an ML related app, nobody checks that ;). ...

January 14, 2022

Detecting Solar Panels from satellite images part 2 -- machine learning in fastai 🤖

As mentioned a month ago, I write a series of posts on detecting solar panels from satellite images at my company, Appsilon. In this post I focus on using fastai python library to deliver a working ML model in few hours! ...

November 29, 2021

Detecting Solar Panels from satellite images part 1 -- data preparation🛰️

I’m writing a series of posts on detecting solar panels from satellite images at my company, Appsilon. To be honest, not from satellite images but from orthophotos. If you don’t know what are orthophotos, the good news is that the first post has been released recently!. ...

November 2, 2021