The Center for Computational Engineering and Networking, Amrita School of Engineering, Coimbatore organized a three day workshop on Big Data and Probabilistic Graphical Models from December 27 - 29, 2014. The workshop covered various probabilistic and graphical models used to handle and model big data challenges.