README.md

Cool Demos

Some nice demos

Running these Demos

Launch in Google colab (preferrred) - Most demos will benefit from GPU runtime. Colab provides free GPU!!

Launch with Binder

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Image Processing

Image Augmentation

Image Classification

• [Teachable Machine] (image/teachable-machine.md) No-code trainable image classifier
• CIFAR-10 image classification using Convolutional Neural Networks (CNN)
• Cats and dogs binary classifier
• Reuse saved model from above cat/dog classifier
• Horse or human binary classifier
• Multi classifier on flower images (roses / tulips / sunflowers ...)

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Text and Natural Language Processing (NLP)

Text Processing

• Tweet sentiment detection
• Entity detection with Spacy

Word2Vec

• Word2Vec 1 - Intro
• Word2Vec 2

Transformers

• Text generation with GPT2
• Question answering with transformers

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Transfer Learning

• Transfer learning - getting started - Download and inspect a trained model
• Using a trained model to predict images - Download and use MobileNet / Inception / Resnet
• Tweaking a pre-trained model - We will download and tweak mobilenet to classify images

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