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Ernest Warzocha's Projects

arduino-neopixels-animations icon arduino-neopixels-animations

Neopixels light animations with sine wave, perlin noise, lerp etc. Code is written by using FastLED library. Supplement to my Physical Computing workshops.

cnn-gradcam icon cnn-gradcam

Implementation of Gradient-weighted Class Activation Maps of a simple classifier in Tensorflow. In progress.

dcgan-hands-generator icon dcgan-hands-generator

Basic Deep Convolutional Generative Adversarial Network to generate hand images. An old assignment from one of the courses I took.

fcn-image-segmentation icon fcn-image-segmentation

Implementation of FCN-8 tested on handwritten digits dataset. Nothing fancy, just trying to use various architectures for image segmentation.

midiusb icon midiusb

A MIDI library over USB, based on PluggableUSB

neural-style-transfer icon neural-style-transfer

An AI algorithm to stylize one image with another. Repository consists of two notebooks: basic NST implementation from scratch and Fast-NST pre-defined sample code for comparison.

posenet-and-p5js icon posenet-and-p5js

An experiment with PoseNet and p5.js. It uses hand position estimation from camera input to bounce the ball on the screen.

processing-generative-typography icon processing-generative-typography

Reference examples from Introduction to Generative Typography workshops held as a part of my old Creative Coding classes. Repository contains TTF font generator.

processing-looped-animations icon processing-looped-animations

As requested by students, various approaches to create looped gif using sine wave and Perlin Noise for the first homework.

retain-heart-failure-prediction-model-rnn icon retain-heart-failure-prediction-model-rnn

A recurrent neural network to predict heart failure based on ICD-9 patient data analysis from MIMIC dataset. RETAIN network uses "Reverse Time Attention Mechanism" for predictions.

servo-motor-in-assembly icon servo-motor-in-assembly

Playing around with timers and ADC on STM32F446 to control a servo with a knob. Trivial unless written purely in ARM assembly on STM32 Cortex-M4F.

stepper-motor-bare-metal-stm32 icon stepper-motor-bare-metal-stm32

A non-blocking bare-metal firmware to control stepper motor with A4988 driver, made on STM32F446RE board using timers and interrupts.

stepper-motor-in-assembly icon stepper-motor-in-assembly

Controlling stepper motor using A4988 driver and PWM written from scratch in ARM assembly on STM32 Cortex-M4F.

stm32-cmake-boilerplate icon stm32-cmake-boilerplate

A basic boilerplate to start working with STM32, arm-none-eabi and CMake with custom toolchain setup for bare-metal development.

web-midi-to-arduino icon web-midi-to-arduino

Simple boilerplate for hacking the Arduino Leonardo to control the pins directly in browser with MIDI interface.

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