Elliott Bartsch's starred repositories
pytorch-metric-learning
The easiest way to use deep metric learning in your application. Modular, flexible, and extensible. Written in PyTorch.
silero-vad
Silero VAD: pre-trained enterprise-grade Voice Activity Detector
mlops-course
Learn how to design, develop, deploy and iterate on production-grade ML applications.
denoiser
Real Time Speech Enhancement in the Waveform Domain (Interspeech 2020)We provide a PyTorch implementation of the paper Real Time Speech Enhancement in the Waveform Domain. In which, we present a causal speech enhancement model working on the raw waveform that runs in real-time on a laptop CPU. The proposed model is based on an encoder-decoder architecture with skip-connections. It is optimized on both time and frequency domains, using multiple loss functions. Empirical evidence shows that it is capable of removing various kinds of background noise including stationary and non-stationary noises, as well as room reverb. Additionally, we suggest a set of data augmentation techniques applied directly on the raw waveform which further improve model performance and its generalization abilities.
torchtyping
Type annotations and dynamic checking for a tensor's shape, dtype, names, etc.
torcharrow
High performance model preprocessing library on PyTorch
deepconsensus
DeepConsensus uses gap-aware sequence transformers to correct errors in Pacific Biosciences (PacBio) Circular Consensus Sequencing (CCS) data.
feast-workshop
A workshop with several modules to help learn Feast, an open-source feature store