Started a remote internship at Chandar Research Lab (MILA) under the supervision of Prof. Sarath Chandar and Prof. Balaraman Ravindran. I worked on a Lifelong Learning setting where an agent encounters a continuous stream of data corresponding to different tasks. We propose an optimization-based method that not only prevents catastrophic forgetting but also allows positive backward transfer.