emilyfay / supercell

Public tutorials and code that accompanies articles

SuperCell

Hello, and welcome to indico's repo for public tutorials and the code that accompanies technical articles.

First get an indico API key

Many of these tutorials use indico API's, so you'll need to get a (free) API key. Go to indico.io to register (or to generate a new key if you've already registered and forgotten our old key).

Plotlines

An exploration of the "shapes of stories" using sentiment analysis API and a few hacks. Presented as an experiment using a jupyter/ipython notebook.

Semi-supervised transfer learning with custom models

Comparison of four different machine learning strategies:

1. Build a model from scratch using scikit-learn.
2. Integrate a pre-built API.
3. Build a custom model on top of word-level features.
4. Transfer features from a pre-built model into a custom classifier.

Accompanies this article on KD Nuggets

Visualizing with t-SNE

Link to blog post at indico.io

Image Features Classifier

Currently available in a separate repo: link

Image Similarity

Currently available in a separate repo: link