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Overview

  • Core ML Tools
    • Contributing
    • Contribution Guidelines
    • GitHub
  • New Features
    • Release Notes
    • Migration Workflow
  • Core ML Tools FAQs

Essentials

  • Installing Core ML Tools
  • Getting Started
  • Unified Conversion API
  • Core ML Model Format

Unified Conversion

  • Converting Deep Learning Models
  • ML Programs
    • Comparing ML Programs and Neural Networks
    • Typed Execution
    • Typed Execution Workflow Example
  • Converting from TensorFlow
    • TensorFlow 1 Workflow
    • Converting a TensorFlow 1 Image Classifier
    • Converting a TensorFlow 1 DeepSpeech Model
    • TensorFlow 2 Workflow
    • Converting TensorFlow 2 BERT Transformer Models
  • Converting from PyTorch
    • Model Tracing
    • Model Scripting
    • Converting a Natural Language Processing Model
    • Converting a torchvision Model from PyTorch
    • Converting a PyTorch Segmentation Model
  • Conversion Options
    • Model Input and Output Types
    • Image Input and Output
    • Classifiers
    • Flexible Input Shapes
    • Composite Operators
    • Custom Operators
    • Graph Passes
  • Model Intermediate Language

Optimization

  • Optimizing Models
    • Optimization Workflow
    • Accuracy and Performance
  • API Overview
    • optimize.coreml API Overview
    • optimize.torch API Overview
    • Converting Compressed Source Models
  • Pruning
    • Pruning Overview
    • Post-Training Pruning
    • Training-Time Pruning
  • Palettization
    • Palettization Overview
    • Post-Training Palettization
    • Training-Time Palettization
  • Linear 8-Bit Quantization
    • Quantization Overview
    • Post-Training Quantization
    • Training-Time Quantization
  • Compressing Neural Network Weights

Other Converters

  • LibSVM
  • Scikit-learn
  • XGBoost

MLModel

  • MLModel Overview
  • Xcode Model Preview Types
  • MLModel Utilities
  • Model Prediction
  • Updatable Models Overview
    • Neural Network Classifier
    • Pipeline Classifier
    • Nearest Neighbor Classifier

Core ML Tools

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Updated over 1 year ago