May 2019 – Jul 2019 · 2 mos · Pune

• Deep Learning has enabled remarkable progress over the last years on a variety of tasks, such as image recognition, speech recognition, and machine translation. One crucial aspect of this progress are novel neural architectures. Currently employed architectures are limited by humans understanding of Artificial Intelligence. There is a growing interest in automated neural architecture search methods specifically varying in the three dimensions: search space, search strategy, and performance estimation strategy. Efficient Neural Architecture Search (ENAS), a fast and inexpensive approach for automatic model design. In ENAS, a controller discovers neural network architectures by searching for an optimal subgraph within a large computational graph. The LSTM controller(an agent for Reinforcement Learning) is trained with policy-based algorithms, REINFORCE with policy gradients to handle continuous or stochastic action space, optimizes the policy without using a value function and selects a subgraph that maximizes the expected reward on a validation set. Meanwhile, the model corresponding to the selected subgraph is trained to minimize a canonical cross-entropy loss for Multi-Class Classification and Mean-Squared Error for Regression. Sharing parameters among child models allows ENAS to deliver strong empirical performances while using much fewer GPU hours than existing automatic model design approaches.

Aug 2017 – Jun 2020 · 2 yrs 10 mos · IIT Hyderabad

• For Environmental Chemistry (Advanced), Dynamics of Chemical System Courses, Calculus, and Vector Calculus Courses.

Jul 2017 – May 2018 · 10 mos · IIT Hyderabad

Jul 2017 – Dec 2017 · 5 mos · Kyoto, Japan

• Project: Worked in Water Suply and Quality team and developed a real-time water monitoring device inorder to capture various different parameter of water quality (including measurement of MRB). The final presentation being in Ritsumeikan University, Kyoto, Japan

Jun 2017 – May 2018 · 11 mos · IIT Hyderabad

May 2017 – May 2018 · 1 yr · IIT Hyderabad

May 2017 – May 2018 · 1 yr · IIT Hyderabad

May 2017 – Jul 2017 · 2 mos · Mumbai Area, India

• Worked in a team of 10 interns to understand the running of company finances and accounts. I also worked on tabulating and verifying balance sheets. Specifically, handled relations with banks and contractors to manage Letter of Credits and Bill of Exchanges