sraja2911 / KerasSimpsons_Tensorflow

Tutorial and stats to build a simple machine learning classifier using Tensorflow + Keras

KerasSimpsons_Tensorflow

Tutorial and stats to build a simple machine learning classifier using Tensorflow + Keras

I am HEAVILY copying most if not all of the content from https://medium.com/@seixaslipe/building-a-simpsons-classifier-with-deep-learning-in-keras-36a47fe17f79

This is just my attempt to try this locally on my own system, and also do some benchmarks

This is based on these posts: https://medium.com/alex-attia-blog/the-simpsons-character-recognition-using-keras-d8e1796eae36

and has code from here https://github.com/alexattia/SimpsonRecognition.git

Setting up my virtualenvironment in python

https://www.pyimagesearch.com/2017/09/25/configuring-ubuntu-for-deep-learning-with-python/

sudo pip install virtualenv virtualenvwrapper

mkvirtualenv simpsonsKeras

To start off

Download the data set from here: https://www.kaggle.com/alexattia/the-simpsons-characters-dataset

mkdir rawImageData cd rawImageData unzip ~/Downloads/the-simpsons-character-dataset.zip

This contains the following files

annotation.txt characters_illustration.png kaggle_simpson_testset number_pic_char.csv simpsons_dataset.tar.gz weights.best.hdf5

The file we are interested in for now is simpsons_data.tar.gz

tar -zxvf simpsons_data.tar.gz

the rawImageData should only consists of the JPEG data, the files above should be moved to

simpsonsZipData or similar folder

also moves the kaggle_simpson_testset into the root directory for the project as these contain

images we will use for validation, at least for now

setting up web app

cd web ln -s ../RawImageData/ bower install

python -m SimpleHTTPServer

virtual environemnt

mkvirtualenv KerasSimpsons -r requirements.txt

We want these plots: https://medium.com/alex-attia-blog/the-simpsons-character-recognition-using-keras-d8e1796eae36

Some tutorials for reference

https://alliseesolutions.wordpress.com/2016/09/08/install-gpu-tensorflow-from-sources-w-ubuntu-16-04-and-cuda-8-0/

Used this for help setting up env

https://www.pyimagesearch.com/2017/09/25/configuring-ubuntu-for-deep-learning-with-python/

https://www.pyimagesearch.com/2017/09/27/setting-up-ubuntu-16-04-cuda-gpu-for-deep-learning-with-python/