All posts by cristianku

🔥 Skywalker Roaster Controller – Custom Interface with Arduino
🎯 Project Goal Build a professional-looking, fully functional controller for the Skywalker coffee roaster that integrates seamlessly with Artisan software. The box handles temperature sensing, PID logic, and commands via USB and Bluetooth. 🤖 What is a PID and Why It Matters in Roasting? Roasting coffee requires precise temperature control. If the heat rises too…

Deep Learning . Training with huge amount of data .PART2
If you read the first part we left at the point that we are goint to build a multi-thread, multiprocesses mechanism. CPU1: reads a big chunk from disk ( 3200 samples ), shuffle it, and insert a memory Buffer ( Queue) CPU2: the second one is the generator that extract a small amount from this…

Deep Learning . Training with huge amount of data .PART1
Performance considerationsI would like to put some consideration about Performance in Keras , in order to obtain the max GPU consideration.What we are going to do , is train a Keras Model.Here the number of images :Now we define a generator used to train in batch of 32 ( can be an other number ),…