justkaran / optimising-basketball

Using Keras, TensorFlow.js and image processing to analyse my basketball skillz.

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Optimising Basketball

Realtime analysis of basketball with machine learning

Tech Used

shot.git

fitting.gif

https://medium.com/p/a30a923332de/

the 3 interesting notebooks:

Frame_trails.ipynb - where I extract data points from a video file.

Trajectory_fitting.ipynb - where I use Tensorflow to fit a trajectory function to the data points extracted.

Eager_optimising_basketball_shot.ipynb - Using new Eager syntax to do the same task, make ploting data alot easier.

http://www.inpredictable.com/2016/03/free-throw-deep-dives-launch-angle.html?m=1

https://github.com/samdutton/simpl/blob/gh-pages/getusermedia/sources/js/main.js

https://js.tensorflow.org/tutorials/webcam-transfer-learning.html

About

Using Keras, TensorFlow.js and image processing to analyse my basketball skillz.


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