Intel® Transfer Learning Tool API Notebook Examples

API examples are demonstrated using Jupyter notebooks.

Prerequisites

Before running these Jupyter notebook examples, use these notebook setup instructions to install required dependencies.

Intel Transfer Learning Tool API Tutorial Notebooks

Notebook Title

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Use Case

Framework

Image Classification with PyTorch

Jupyter notebook .ipynb file

Image Classification

PyTorch & Intel Transfer Learning Tool

Image Classification with TensorFlow

Jupyter notebook .ipynb file

Image Classification

TensorFlow & Intel Transfer Learning Tool

Text Classification with PyTorch

Jupyter notebook .ipynb file

Text Classification

PyTorch & Intel Transfer Learning Tool

Text Classification with TensorFlow

Jupyter notebook .ipynb file

Text Classification

TensorFlow & Intel Transfer Learning Tool

Anomaly Detection using PyTorch

Jupyter notebook .ipynb file

Image Anomaly Detection

PyTorch & Intel Transfer Learning Tool

Intel Transfer Learning Tool API End-to-End Pipelines

Notebook Title

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Use Case

Framework

Medical Imaging Classification (Colorectal histology) using TensorFlow

Jupyter notebook .ipynb file

Image Classification

TensorFlow & Intel Transfer Learning Tool

Remote Sensing Image Scene Classification (Resisc) using TensorFlow

Jupyter notebook .ipynb file

Image Classification

TensorFlow & Intel Transfer Learning Tool

Intel Transfer Learning Tool Performance Comparison

Notebook Title

.ipynb Link

Use Case

Framework

Performance Comparison: Image Classification with TensorFlow

Jupyter notebook .ipynb file

Image Classification

TensorFlow & Intel Transfer Learning Tool

Performance Comparison: Text Classification with Hugging Face

Jupyter notebook .ipynb file

Text Classification

Hugging Face, PyTorch & Intel Transfer Learning Tool