PAI Introduction
PAI Purpose
PAI Overview
Architectures included in Distribution
Support Vector Machine (SVM)
uNET
Installation of PAI Infrastructure
Windows
Python and TensorFlow Installation
R Installation
Default R Configuration
Minimal R Configuration
Selection of Python installation
MacOS
Python and TensorFlow Installation
R Installation
Default R Configuration
Minimal R Configuration
Selection of Python installation
Linux Platforms
R Installation
Python and TensorFlow Installation
Preparation of Training Data and Neural Network
Data Preparation
Control Mechanism
Learning Sets
Training of Neural Network
Exporting an R workspace
Use of Trained Neural Network for Prediction
Case Studies - Application of PAI
Rat Brain Dopaminergic PET
Sample Preparation
Training and Validation
Brain Tumor Segmentation - MICCAI Challenge
Sample Preparation
Training and Validation
Mouse Bone Trabecular Segmentation
Sample Preparation
Training and Validation
Mouse & Human Cardiac MR Cine Left Ventricle Segmentation
Sample Preparation
Training and Validation
Human Deep Nuclei Segmentation
Sample Preparation
Training and Validation
Human Amyloid PET Classification
Sample Preparation
Training and Validation
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