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Polymath

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About Polymath

Polymath is a powerful AI-driven tool that revolutionizes music production by using machine learning algorithms to convert any music library, whether from a hard drive or YouTube, into a comprehensive music production sample library.

This innovative platform automatically separates songs into individual stems, such as beats, basslines, and more, while also quantizing them to a standardized tempo and beat-grid, typically at 120 beats per minute (BPM). Beyond that, Polymath goes a step further, analyzing the musical structure, key, and other vital information, such as timbre and loudness, to provide an organized and searchable sample library.

With these capabilities, Polymath streamlines the workflow for music producers, DJs, and machine learning audio developers, empowering them to create unique compositions, mash-ups, and seamless DJ sets effortlessly.

Pros

  • Comprehensive suite of tools for music production and sample-library creation.
  • Advanced AI algorithms for music source separation and pitch tracking.
  • Streamlined workflow and time-saving benefits for music producers and DJs.
  • Convenient music info retrieval and processing for easy analysis.

Cons

  • Polymath’s installation and setup may pose challenges for some users.
  • Some features may still be in development, potentially leading to occasional bugs or limitations.
  • Advanced users might desire more customization options for the output format.

Features

  • Music Source Separation: Polymath utilizes the advanced Demucs neural network to perform music source separation, enabling the isolation of specific stems from each song.
  • Music Structure Segmentation/Labeling: The platform employs the sf_segmenter neural network to segment and label the musical structure, helping users identify elements like verses, choruses, and more.
  • Music Pitch Tracking and Key Detection: Polymath utilizes the Crepe neural network for music pitch tracking and key detection, allowing for accurate key information and pitch analysis.
  • Music to MIDI Transcription: With the assistance of the Basic Pitch neural network, Polymath can transcribe music into MIDI format, enabling greater flexibility and control over the musical elements.
  • Music Quantization and Alignment: To ensure consistency across various stems, Polymath relies on pyrubberband for music quantization and alignment to a standardized tempo and beat-grid.
  • Music Info Retrieval and Processing: The platform leverages the capabilities of librosa for music information retrieval and processing, facilitating the extraction and analysis of essential music-related data.

Use Cases

  1. Streamlined Music Production: Polymath simplifies the music production process by automatically organizing and separating stems, saving producers valuable time and effort.
  2. Creative Composition: Music creators can effortlessly combine elements from different songs to generate entirely new compositions using Polymath’s search capability to discover related tracks.
  3. DJ Sets and Mash-ups: DJs can quickly create polished, hour-long mash-up sets by seamlessly integrating stems from different songs into their digital audio workstation (DAW).
  4. Dataset Creation for ML Developers: For machine learning (ML) audio developers, Polymath facilitates the creation of large music datasets for training generative models and other ML applications.

Polymath is a game-changing AI platform that significantly elevates the music production process, enabling artists, producers, DJs, and machine learning audio developers to unlock new creative possibilities. By leveraging sophisticated machine learning algorithms, Polymath automates the separation of stems, analyzes musical structures, identifies keys, and more.

This results in a comprehensive and searchable sample library that streamlines workflows and unleashes the potential for unique compositions and mash-ups. While some challenges may be encountered during installation and early adoption, Polymath’s capabilities undoubtedly provide a valuable asset for music creators and developers alike.

Whether you are an aspiring artist, a professional music producer, or an ML enthusiast seeking to expand your dataset, Polymath is a versatile tool worth exploring to transform and optimize your music production journey.

In conclusion, Polymath serves as a remarkable testament to the potential of AI in revolutionizing the creative process. As it continues to evolve and refine its features, artists of all levels can embrace the convenience and power of this AI-driven platform to unlock new realms of artistic expression and innovation. Embrace the future of music production with Polymath and experience the seamless fusion of technology and artistry.

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