Machine learning, audio/music tech, computer vision, demoscene, web technology, games, startup. I mainly write Python. I also enjoy Go, C, Rust and JS.
audiomentations. A Python library for audio data augmentation. Useful for making audio ML models work well in the real world, not just in the lab.
2.3ktorch-audiomentations. Fast audio data augmentation in PyTorch. Inspired by audiomentations. Useful for deep learning.
1.2kcross-adaptive-audio. Evolving Artificial Neural Networks for Cross-Adaptive Audio Effects
104emoji-art-generator. Use a genetic algorithm to evolve an image by putting emojies on a canvas
78image-regression. A DNN that takes in x, y and outputs colors at that point to approximately "paint" an image. A toy problem.
48clap-detection. Simple clap rhythm detection on Raspberry Pi using Csound and Python. Toy example.
33loudness. The world's fastest Python package for calculating integrated loudness (LUFS) from audio data as NumPy arrays
31automatic-video-colorization. Automatic temporally coherent video colorization designed to work well on animated cartoons and demos. End-to-end GAN.
29python-i18n-basics. Example of a basic python i18n setup with Gettext, Babel and Jinja2
18neon-fantasy. A synthwave-style demo that ranked 1st in ARM DemoCompo in Trondheim, 2018. Designed to be run in Chrome on a Samsung Galaxy S9
17numpy-audio-limiter. Simple audio limiter. Made for use in audiomentations.
8tcn-example. A toy example that compares TCN with BiLSTM
7fast-mp3-augment. Fast Python library for MP3 audio data augmentation (encode + decode for intentional audio quality degradation). Made for use in audiomentations.
6live-audio-ml. A system that should classify audio in real-time
6Wave-U-Net. Implementation of the Wave-U-Net for audio source separation
4speechmetrics. A wrapper around speech quality metrics MOSNet, BSSEval, STOI, PESQ, SRMR, SISDR
4image-ranker. A proof of concept of a machine learning model that compares two images
3lstm-name-classifier. A toy LSTM model that classifies gender based on first name. Presented at Trondheim Machine Learning Meetup in February 2018.
3auto-light. Home automation: Light that turns on when somebody is standing still in front of the mirror
3toy-object-detector. Generate dataset with simple geometrical shapes, then train a RetinaNet on it and evaluate the result
3indoor-nav. Toy project: Simulate beacon signal strengths and use them to estimate where the receiver is
3homey-ismartgate. Homey app for ismartgate integration
3torchlibrosa. Python
2it3708. Sub-symbolic AI methods: Genetic Algorithms, Neural Networks and Emergent Behavior
2pong-autoencoder. Autoencoder toy problem: Convert 32x32 bitmap of a pong state to a 12-dimensional vector (that describes ball and paddle positions).
2interactive-softmax. Interactive softmax
2best-of-ml-python. 🏆 A ranked list of awesome machine learning Python libraries. Updated weekly.
2pi-webcam. Raspberry pi webcam script. Made to work with https://github.com/iver56/img-store as backend.
2cnn-clock. A convolutional neural network that can tell the time by looking at an image of an analog clock. A toy problem.
2ml-audio-start. Suggestions for those interested in developing audio applications of machine learning
1yulewalker. IIR filter estimation using the modified yule-walker method
1BS-RoFormer. Implementation of Band Split Roformer, SOTA Attention network for music source separation out of ByteDance AI Labs
1awesome-python-scientific-audio. Curated list of python software and packages related to scientific research in audio
1cylimiter. A C++/Cython audio limiter for Python.
1HpBandSter. a distributed Hyperband implementation on Steroids
1kedro. A Python library for building robust production-ready data and analytics pipelines.
1gefolki. GeFolki is a coregistration algorithm develop at ONERA in Medusa project
1keras-noise2noise. An unofficial and partial Keras implementation of "Noise2Noise: Learning Image Restoration without Clean Data"
1demo-style. A project where I play around with video/demo stylization/colorization
1css3-animasjoner-kurs. Slides til et kort, hands-on kurs i animasjoner/overganger i CSS3
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