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Top 21 Swift Machine Learning Projects
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CoreML-in-ARKit
Simple project to detect objects and display 3D labels above them in AR. This serves as a basic Template for an ARKit project to use CoreML.
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AIToolbox
A toolbox of AI modules written in Swift: Graphs/Trees, Support Vector Machines, Neural Networks, PCA, K-Means, Genetic Algorithms
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Wax
Single-file memory layer for AI agents, sub mili-second RAG on Apple Silicon. Metal Optimized On-Device. No Server. No API. One File. Pure Swift (by christopherkarani)
Project mention: Sub-Millisecond RAG on Apple Silicon. No Server. No API. One File | news.ycombinator.com | 2026-02-17The generated post is even in the repo: https://github.com/christopherkarani/Wax/blob/main/SHOW_HN_P...
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Swift-Brain
Artificial intelligence/machine learning data structures and Swift algorithms for future iOS development. bayes theorem, neural networks, and more AI.
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TensorSwift
A lightweight library to calculate tensors in Swift, which has similar APIs to TensorFlow's
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DL4S
Accelerated tensor operations and dynamic neural networks based on reverse mode automatic differentiation for every device that can run Swift - from watchOS to Linux
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CLIP-Finder2
CLIP-Finder enables semantic offline searches of images from gallery photos using natural language descriptions or the camera. Built on Apple's MobileCLIP-S0 architecture, it ensures optimal performance and accurate media retrieval.
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shadow
Your computer was paying attention the whole time. 14-modality capture. Proactive intelligence. Computer-use training data. Native macOS. All on-device. Open source. (by ghostwright)
Project mention: Show HN: Phantom – Open-source AI agent on its own VM that rewrites its config | news.ycombinator.com | 2026-03-30Some of the other aspects of the project are quite interesting, I particularly liked https://github.com/ghostwright/shadow I think this has potential, but I am skeptical right now.
What is the actual cost of this? Can you share your real burn rate through using this, I sort of wanna try but don't want my API Key to go bananas because the agent decided it needed XYZ for "it" and didn't check with me
I get the appeal for the separate "identity" with email and everything for the agent, but then, if it has little to no supervision, what's the liability extent when it goes rogue? Say it DDoS someone, it exploits something, it does damage, is this like your child/minor and you're the parent/guardian?
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glanceables
Glanceables is a handy macOS desktop app that turns parts of websites into easy-to-view widgets. This app makes it simpler to keep tabs on the important stuff from websites without having to dig around too much. Perfect for quickly checking things like travel times!
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MisakiSwift
Swift port of Misaki G2P (grapheme-to-phoneme) library that can be used e.g. to generate phonemization for Kokoro text-to-speech engine
If only English support is required eSpeak could be replaced with MisakiSwift, which is under Apache 2.0 https://github.com/mlalma/MisakiSwift
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Project mention: Show HN: NeuralForge – Fine-Tune LLMs on Your Mac Using Apple Neural Engine | news.ycombinator.com | 2026-03-12
- Some UI features are still stubs (being honest)
Setup: git clone + bash setup.sh (one command)
The hardest part was ANE itself. There's basically zero documentation on using it for training — it's designed for inference only. I had to reverse-engineer the MIL compiler, figure out the 119-kernel compilation limit per process, and build an exec() restart mechanism that transparently re-launches the training process to get fresh kernel budget.
MIT licensed: https://github.com/Khaeldur/NeuralForge
Happy to answer questions about ANE internals.ye
NOTE:
The open source projects on this list are ordered by number of github stars.
The number of mentions indicates repo mentiontions in the last 12 Months or
since we started tracking (Dec 2020).
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A note from our sponsor - SaaSHub
www.saashub.com | 14 Jun 2026
Index
What are some of the best open-source Machine Learning projects in Swift? This list will help you:
| # | Project | Stars |
|---|---|---|
| 1 | Bender | 1,799 |
| 2 | CoreML-in-ARKit | 1,693 |
| 3 | NSFWDetector | 1,663 |
| 4 | LlamaChat | 1,510 |
| 5 | AIToolbox | 803 |
| 6 | Wax | 758 |
| 7 | Swift-Brain | 340 |
| 8 | TensorSwift | 324 |
| 9 | CoreMLPlayer | 167 |
| 10 | SwiftCoreMLTools | 166 |
| 11 | Neuron | 129 |
| 12 | DL4S | 110 |
| 13 | CLIP-Finder2 | 91 |
| 14 | shadow | 66 |
| 15 | glanceables | 58 |
| 16 | seeV | 34 |
| 17 | Revolver | 29 |
| 18 | MisakiSwift | 28 |
| 19 | swift-ranker | 13 |
| 20 | sniglet | 8 |
| 21 | NeuralForge | 8 |
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