Tensorflow Garbage Classifier

This is my attempt at writing a garbage classifier (images of garbage) with the techniques from Andrew Ng's courses, using Tensorflow.

I'm also setting up Blender to generate my data because there doesn't seem to exist a large dataset of labelled images of garbage.

Setup

Virtualenv:

virtualenv venv
source /venv/bin/activate

Dependencies:

pip install matplotlib
pip install Pillow

CPU-only dependencies:

pip install tensorflow

For GPU, installation instructions are here and here. Note that for cuDNN, its a .dpkg file instead of a tarball.

Get CIFAR-10 Dataset here.

Reference

Pillow Docs

Blender

I'm trying to use Blender to generate new training data. I'm using .predef files for editing Blender scripts in an external editor, as described here.

You need to load every script referenced through import from within Blender by opening the file in the Blender script editor. There's a workaround for this which I'll eventually implement.