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A quick-start into deep learning, classifying top-wear/bottom-wear from the Myntra catalog.

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deeplearning-quickstart

A quick-start into deep learning, classifying top-wear/bottom-wear from the Myntra catalog.

You can explore this file to see it in action. The [slides from the talk](Slides from Talk.pdf) are also available.

Summary

  1. Download 2000 images from the Myntra catalog.
  2. Using only the ones that are either topwear/bottomwear, we train a network.
  3. The network is a Convolutional Neural Network built using Keras.
  4. We test the model on five random images from the catalog.

Run

  1. brew cask install miniconda
  2. conda env create -f environment.yml
  3. source activate myntra
  4. jupyter notebook Start.ipynb

Links

  1. Image kernels explained visually
  2. Visualizing parts of Convolutional Neural Networks using Keras and Cats
  3. Understanding Convolution in Deep Learning

Courses

  1. Udacity Self-driving Car Engineering Nanodegree
  2. Deep Learning for Self-Driving Cars
  3. Andrew NG - Machine Learning
  4. Practical Deep Learning For Coders

Author

Param Aggarwal (paramaggarwal@gmail.com)

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A quick-start into deep learning, classifying top-wear/bottom-wear from the Myntra catalog.

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