alxcnwy / CTDL_CNN_TALK_20170620

Code + Slides for my "Convolutional Neural Networks for Deep Learning Talk" at the Cape Town Deep Learning Meetup 20170620

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Convolutional Neural Networks For Image Classification

Cape Town Deep Learning Meet-up Presentation

20 June 2017

Slides and code for my presentation - meet-up details here:

 https://www.meetup.com/Cape-Town-deep-learning/events/240485642/

The notebook covers how to:

  • Use a pre-trained model (VGG16) to predict imagenet classes for new images
  • How to fine-tune a pre-trained model on another dataset to predict new clases
  • How to get CNN activations to use as numerical representations of images
  • Using numerical representations of images to find similar images for an input image

Getting Started

cd to the directory and run

jupyter notebook

Prerequisites

keras, theano, pandas, numpy, etc 
(conda distribution should include all pre-requisites, otherwise pip install any missing packages)

Installing

Install the Anaconda python distribution available here: https://www.continuum.io/Downloads

Authors

Acknowledgments

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Code + Slides for my "Convolutional Neural Networks for Deep Learning Talk" at the Cape Town Deep Learning Meetup 20170620


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