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Masterful 0.6.0 documentation

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Masterful 0.6.0 documentation

Get Started

Installation
Quickstart Tutorial

The CLI Trainer

Introducing the CLI Trainer
Training with Docker
Data Directory Format
YAML Config File
Model Output Formats
Model Evaluation
CLI Reference

Example Applications (CLI)

Classifying Land Use
Digit Localization
Detecting Pedestrians in Street Level Imagery
Segmenting Animals in Camera Images
Finding Defects in an Industrial Die Casting Process

Video Walkthroughs (CLI)

Classifying Aircraft

Label Conversions (CLI)

Scale AI

The Python API

Introducing the Python API
Data Input Types
Train with Unlabeled Data via Semi-Supervised Learning
Automatic Labeling with Semi-Supervised Learning
Ensembling
Distillation

Example Applications (API)

Classifying Flowers (API)
Object Detection with Pascal VOC (API)
Segmentation with Dogs and Cats (API)
Segmentation with Street Level Imagery incl. Deployment (API)

Advanced Concepts

Transfer Learning
Introduction to Semi-Supervised Learning
Batch Size and Learning Rate Finder
Visualizing the Results
Registration and Activation

API Reference

masterful.architecture
masterful.data
masterful.enums
masterful.evaluation
masterful.optimization
masterful.activate
masterful.regularization
masterful.ssl
masterful.training

Release Notes

Release Notes

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