DL4S
A Swift library for accelerated tensor operations and dynamic neural networks with automatic differentiation, supporting all Apple platforms and Linux.
What is DL4S?
DL4S is a Swift library for deep learning that provides accelerated tensor operations and dynamic neural networks with built-in automatic differentiation. It solves the problem of implementing and training neural networks in Swift without requiring manual backpropagation or special toolchains, enabling machine learning development across all Apple platforms and Linux.
Swift developers and machine learning practitioners who want to build, train, and deploy neural networks on iOS, macOS, watchOS, tvOS, or Linux using native Swift tooling.
Developers choose DL4S for its high-level API, automatic differentiation, and cross-platform support, allowing them to create and train neural networks entirely in Swift without relying on Python or external frameworks, while still achieving performance through CPU acceleration.
Overview
Accelerated tensor operations and dynamic neural networks based on reverse mode automatic differentiation for every device that can run Swift - from watchOS to Linux
Use Cases
Best For
- Building and training neural networks entirely in Swift
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