Simple tutorial for detecting microcontrollers on data from Kaggle competition — Standart libraries as TensorFlow or PyTorch don’t provide any simple way to train your custom Object Detection models. Most of the time you need to install a big library as Detectron 2 or Tensorflow Object Detection API. Don’t get me wrong, these libraries are powerful but often requires a lot…

Why every fashion site should embrace Machine Learning, how to work with taxonomy and data and how you can build an image recognition system with Flows — In this post, I will show you how you can build your Fashion recognition system. I will focus on footwear however this approach can be applied also on other Apparel. This approach is suitable not only in the Fashion domain. The great news is that this tutorial is code-free!

A technique to make CNN models less prone to errors and more accessible for developers — One of the most common mistakes which are novice machine learning practitioners doing is forget to normalize input images. No wonder! Every model requires different input normalization when you are doing Transfer Learning. VGG, for example, requires to subtract this vector [123.68, 116.779, 103.939] from the RGB image. MobileNetV2 requires…

Building a visual quality control system to check your products on a few clicks with Convolutional Neural Networks and Ximilar platform. — Building visual inspection system is the common problem in lot of factories and Machine Learning approach is scalable solution. Not only your production process can be automated, it can also create more high quality products … That is why this blog post will be focused on recognizing defects on the…