coreml-ref

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CoreML API reference

Authortuliopc23
Version1.0.0
Installs0

System Documentation

What problem does it solve?

This Skill provides a comprehensive reference for the Core ML framework, covering model lifecycle, prediction APIs, tensor operations, conversion tools, compression techniques, and performance profiling.

Core Features & Use Cases

  • Model Lifecycle Management: Understand MLModel loading, caching, and multi-function model handling.
  • Prediction & Tensor Operations: Learn about synchronous, asynchronous, and state-based predictions, along with MLTensor manipulation (iOS 18+).
  • Conversion & Optimization: Utilize coremltools for model conversion, dynamic shapes, state types, and various compression APIs (quantization, pruning, palettization).
  • Performance Analysis: Explore MLComputePlan and Xcode tools for profiling and optimizing model performance.

Quick Start

Refer to the CoreML API reference for details on loading an MLModel asynchronously.

Dependency Matrix

Required Modules

None required

Components

references

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Name: coreml-ref
Download link: https://github.com/tuliopc23/flying-dutchman-app/archive/main.zip#coreml-ref

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