[
  {
    "path": "README.md",
    "content": "# One neural network, many uses\n\nJupyter notebook corresponding to tutorial: [One neural network network, many uses: image captioning, image search, similar images and similar words using one model ](https://towardsdatascience.com/one-neural-network-many-uses-build-image-search-image-captioning-similar-words-and-similar-1e22080ce73d)\n\nRequires following packages:\n- PyTorch\n- Numpy\n- Matplotlib\n\n## Dataset NOT included (please download separately)\n\nTo follow along, you'll need to download the Flickr8K dataset. Fill [this form](https://forms.illinois.edu/sec/1713398) and you'll receive a download link on your email. (There's also a [direct link to download the 1GB Flickr8K dataset](https://github.com/jbrownlee/Datasets/releases/download/Flickr8k/Flickr8k_Dataset.zip), though not sure how long it'll stay like that). Extract the zip file in the 'Flicker8k_Dataset' folder in the same directory as your notebook. You'll also need to download captions [from here](http://cs.stanford.edu/people/karpathy/deepimagesent/caption_datasets.zip). Extract captions in the folder 'caption_datasets'.\n\n## Example performance\n\nImage caption example:\n\n![art 1](https://cdn-images-1.medium.com/max/1600/1*nzq72X-Umrl2DGAD5Y8GMA.png)\n\nSimilar words example\n\n![art 2](https://cdn-images-1.medium.com/max/1600/1*tWrGWKXwWMbuocw2nXBysA.png)\n\nSimilar images example\n\n![asrt 3](https://cdn-images-1.medium.com/max/1600/1*NZSJiMUMQi9u07oA6vI9cA.png)\n\nImage search example\n\n![search example](https://cdn-images-1.medium.com/max/1600/1*Sp0QuTcOoYo06MSjYsnslg.png)\n\n![search example](https://cdn-images-1.medium.com/max/1600/1*iM8uDn3FKoj08scfL8HMTQ.png)\n\nMade by [@paraschopra](https://twitter.com/paraschopra)\n\nMIT License.\n"
  }
]