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- Edit this `README.md` markdown file to author your organization card.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ # Spotify
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+ [Spotify Research](https://research.atspotify.com/) is dedicated to extending the state of the art in audio. With over 15 years of experience, Spotify is working on the hardest problems across Machine Learning. Research areas include matching content and listeners, extracting signals from the audio catalog using natural language understanding and multimedia information retrieval methods, and AI-assisted music creation tools. Our goal at Spotify is to create unique and rewarding experiences for listeners and creators.
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+ ## Project Showcase
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+ ### Basic Pitch
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+ [Basic Pitch](https://github.com/spotify/basic-pitch) is a Python library for Automatic Music Transcription (AMT), using lightweight neural network developed by [Spotify's Audio Intelligence Lab](https://research.atspotify.com/audio-intelligence/). It's small, easy-to-use, pip install-able and npm install-able via its [sibling repo](https://github.com/spotify/basic-pitch-ts) or can be accessed at [basicpitch.io](https://github.com/spotify/basic-pitch).
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+ Basic Pitch may be simple, but it is far from "basic"! basic-pitch is efficient and its multipitch support, ability to generalize across instruments, and note accuracy competes with much larger and more resource-hungry AMT systems.
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+ ## Datasets
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+ Datasets
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+ Spotify has a few [datasets to explore](https://research.atspotify.com/datasets/). A highlight is the [Spotify Podcast Dataset](https://podcastsdataset.byspotify.com/) consisting of over 100,000 episodes each in English and Portuguese from different podcast shows on Spotify. The dataset is available for research purposes. We released the podcast dataset more widely to facilitate research on podcasts through the lens of speech and audio technology, natural language processing, information retrieval, and linguistics. The dataset contains over 100,000 hours of audio, and over 1 billion transcribed words.
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+ ## Jobs
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+ We are hiring! Find roles open:
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+ - [Spotify Research](https://research.atspotify.com/jobs/)
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+ - [All of Spotify](https://www.lifeatspotify.com/jobs)