Lakshmi-1212 / IPL_PlayerClusters

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IPL_PlayerClusters

GOAL:

  • Convert the IPL ball-by-ball raw data to player level statistics data
  • Understand the basics of the 3 popular clustering algorithms - K-means, hierarchical and DBSCAN clustering
  • Apply these clustering algorithms on the players data
  • Identify how similar players get grouped together based on their performances
  • Build a simple UI using ipywidgets to play around with the clustering hyperparameters

Refer to the medium blog here: https://lakshmi1212.medium.com/machine-learning-to-cluster-cricket-players-1d53beeb69b4

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