Supervisor: Prof. Dootika Vats, IIT Kanpur.
We Explored the avenues of variance reduction methods such as Control Variates and their applications to Stochastic Gradient based Langevin Dynamics (SGLD), MCMC (SGMCMC) and Hamiltonian Monte Carlo (SGHMC) techniques.