HF's ML for Audio study group

Overview

Hugging Face Machine Learning for Audio Study Group

Welcome to the ML for Audio Study Group. Through a series of presentations, paper reading and discussions, we'll explore the field of applying Machine Learning in the Audio domain. Some examples of this are:

  • Generating synthetic sound out of a given text (think of conversational assistants)
  • Transcribing audio signals to text.
  • Removing noise out of an audio.
  • Separating different sources of audio.
  • Identifying which speaker is talking.
  • And much more!

We suggest you to join the community Discord at http://hf.co/join/discord, and we're looking forward to meet at the #ml-4-audio-study-group channel 🤗 . Remember, this is a community effort so make out of this your space!

Organisation

We'll kick off with some basics and then collaboratively decide the further direction of the group.

Before each session:

  • Read/watch related resources

During each session, you can

  • Ask question in the forum
  • Present a short (~10-15mins) presentation on the topic (agree beforehand)

Before/after:

  • Keep discussing/asking questions about the topic (#ml-4-audio-study channel on discord)
  • Share interesting resources

Schedule

Date Topics Resources (To read before)
Dec 14, 2021 Kickoff + Overview of Audio related usecases (video, questions) The 3 DL Frameworks for e2e Speech Recognition that power your devices
Dec 21, 2021
  • Intro to Audio
  • Automatic Speech Recognition Deep Dive
(video, questions)
Jan 4, 2022 Text to Speech Deep Dive (video, questions)
Jan 18, 2022 pyctcdecode: A simple & fast STT prediction decoding algorithm (demo, slides, questions)

Supplementary Resources

In case you want to solidify a concept, or just want to go down further deep into the speech processing rabbit-hole.

General Resources

  • Slides from LSA352: Slides (no videos available)
  • Slides from CS224S (Latest): Slides (no videos available)
  • Speech & Language Processing Book (Chapters 25 & 26) - E-book

Research Papers

Toolkits

Demos

Owner
Vaibhav Srivastav
Tech Speaker | Computational Linguist | Consultant
Vaibhav Srivastav
CredData is a set of files including credentials in open source projects

CredData is a set of files including credentials in open source projects. CredData includes suspicious lines with manual review results and more information such as credential types for each suspicio

Samsung 19 Sep 07, 2022
Python bindings to the dutch NLP tool Frog (pos tagger, lemmatiser, NER tagger, morphological analysis, shallow parser, dependency parser)

Frog for Python This is a Python binding to the Natural Language Processing suite Frog. Frog is intended for Dutch and performs part-of-speech tagging

Maarten van Gompel 46 Dec 14, 2022
Speech to text streamlit app

Speech to text Streamlit-app! 👄 This speech to text recognition is powered by t

Charly Wargnier 9 Jan 01, 2023
Spokestack is a library that allows a user to easily incorporate a voice interface into any Python application with a focus on embedded systems.

Welcome to Spokestack Python! This library is intended for developing voice interfaces in Python. This can include anything from Raspberry Pi applicat

Spokestack 133 Sep 20, 2022
Correctly generate plurals, ordinals, indefinite articles; convert numbers to words

NAME inflect.py - Correctly generate plurals, singular nouns, ordinals, indefinite articles; convert numbers to words. SYNOPSIS import inflect p = in

Jason R. Coombs 762 Dec 29, 2022
pyMorfologik MorfologikpyMorfologik - Python binding for Morfologik.

Python binding for Morfologik Morfologik is Polish morphological analyzer. For more information see http://github.com/morfologik/morfologik-stemming/

Damian Mirecki 18 Dec 29, 2021
Sapiens is a human antibody language model based on BERT.

Sapiens: Human antibody language model ____ _ / ___| __ _ _ __ (_) ___ _ __ ___ \___ \ / _` | '_ \| |/ _ \ '

Merck Sharp & Dohme Corp. a subsidiary of Merck & Co., Inc. 13 Nov 20, 2022
Lattice methods in TensorFlow

TensorFlow Lattice TensorFlow Lattice is a library that implements constrained and interpretable lattice based models. It is an implementation of Mono

504 Dec 20, 2022
Source code of paper "BP-Transformer: Modelling Long-Range Context via Binary Partitioning"

BP-Transformer This repo contains the code for our paper BP-Transformer: Modeling Long-Range Context via Binary Partition Zihao Ye, Qipeng Guo, Quan G

Zihao Ye 119 Nov 14, 2022
Repo for Enhanced Seq2Seq Autoencoder via Contrastive Learning for Abstractive Text Summarization

ESACL: Enhanced Seq2Seq Autoencoder via Contrastive Learning for AbstractiveText Summarization This repo is for our paper "Enhanced Seq2Seq Autoencode

Rachel Zheng 14 Nov 01, 2022
Adversarial Examples for Extreme Multilabel Text Classification

Adversarial Examples for Extreme Multilabel Text Classification The code is adapted from the source codes of BERT-ATTACK [1], APLC_XLNet [2], and Atte

1 May 14, 2022
An open-source NLP research library, built on PyTorch.

An Apache 2.0 NLP research library, built on PyTorch, for developing state-of-the-art deep learning models on a wide variety of linguistic tasks. Quic

AI2 11.4k Jan 01, 2023
Text vectorization tool to outperform TFIDF for classification tasks

WHAT: Supervised text vectorization tool Textvec is a text vectorization tool, with the aim to implement all the "classic" text vectorization NLP meth

186 Dec 29, 2022
A fast and easy implementation of Transformer with PyTorch.

FasySeq FasySeq is a shorthand as a Fast and easy sequential modeling toolkit. It aims to provide a seq2seq model to researchers and developers, which

宁羽 7 Jul 18, 2022
Sequence model architectures from scratch in PyTorch

This repository implements a variety of sequence model architectures from scratch in PyTorch. Effort has been put to make the code well structured so that it can serve as learning material. The train

Brando Koch 11 Mar 28, 2022
DeeBERT: Dynamic Early Exiting for Accelerating BERT Inference

DeeBERT This is the code base for the paper DeeBERT: Dynamic Early Exiting for Accelerating BERT Inference. Code in this repository is also available

Castorini 132 Nov 14, 2022
A relatively simple python program to generate one of those reddit text to speech videos dominating youtube.

Reddit text to speech generator A basic reddit tts video generator Current functionality Generate videos for subs based on comments,(askreddit) so rea

Aadvik 17 Dec 19, 2022
Stand-alone language identification system

langid.py readme Introduction langid.py is a standalone Language Identification (LangID) tool. The design principles are as follows: Fast Pre-trained

2k Jan 04, 2023
A telegram bot to translate 100+ Languages

🔥 GOOGLE TRANSLATER 🔥 The owner would not be responsible for any kind of bans due to the bot. • ⚡ INSTALLING ⚡ • • 🔰 Deploy To Railway 🔰 • • ✅ OFF

Aɴᴋɪᴛ Kᴜᴍᴀʀ 5 Dec 20, 2021
spaCy plugin for Transformers , Udify, ELmo, etc.

Camphr - spaCy plugin for Transformers, Udify, Elmo, etc. Camphr is a Natural Language Processing library that helps in seamless integration for a wid

342 Nov 21, 2022