National Level Faculty Development Program on “Machine Learning” was organized by the PG and Research Department of Computer Science and Applications, Auxilium College (Autonomous), Vellore on 29th February 2020. The Resource person for the morning session was Dr. Vijayarajan V., Associate Professor, VIT University, Vellore. He explained about the fundamentals of machine learning and also elaborated on the concepts of regression algorithms. The afternoon session was taken over by Ms. Reena Mol U.V., Assistant Professor, Department of Computer Science, St. Philomena’s Degree College (Autonomous), Mysore. She explained about the various algorithms in clustering like K- means, Fuzzy C- means, etc. She also discussed about Convolution Neural Network in Deep Learning. Demo was given on solving the above mentioned algorithms. Around 10 staff members and 15 M.Phil. Scholars from other Colleges, along with 19 staff members and 2 M.Phil. Scholars from the Department of Computer Science, Auxilium College participated in the FDP.