%autosave 10
Autosaving every 10 seconds
Source code: git clone https://bitbucket.org/wideio/pydata.git
~/Programming/pydata
Requires:
Raw data -> Feature Extraction -> Machine Learning
Insert domain-specific knowledge into parsing of raw data; hand-craft features
Video Frames -> Bags of Keypoints -> SVM
brew install mlt
pyglet
to PIL
pyglet
uses OpenGL, works on all platforms (not Windows 64)QT
.Classify kissing and non-kissing pictures in video frames.
python keypoints/custom_feature.py
See ~/Programming/pydata
for more info. There are IPython Notebooks there too.
Feature detction -> PCA Projections
-> Pick more important eigenvectors
-> Clustering
-> Graphic Model -> centers -> Bag of Words
cd ~/pydata/part3
ipython
>>> run bow.py
>>> demo()
# prints mean, centres, eigenvectors, but also saves model to file
>>> run featurecomputer.py
>>> demo()
# computes histogram for a particular file
>>> run svm_trainer_tester.py
>>> parambash()
# output param_bash_big.png. lighter colours are better.
# outputs a new direcory, opt3.1.2, with reports on classification