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README.md
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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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[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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