TA- APMA 2070
Graduate course, Brown University, Division of Applied Mathematics, 2025
Graduate course, Brown University, Division of Applied Mathematics, 2025
Graduate course, Brown University, Division of Applied Mathematics, 2024
Undergraduate course, Louisiana Tech University, Department of Physics, 2016
Duties at various times have included office hours and leading weekly computer lab exercises. Also taking full classes with student strength of 20. During stay home order , prepared video resources for all the lab experiments to teach online for the students.
Upper Level Undergraduate Course, Texas State University, Department of Computer Science, 1900
This course will teach you how to take messy real-world data, find the story, and build an interactive dashboard that convinces someone to act.
Graduate course, Texas State University, Department of Computer Science, 2025
Enter the world where intelligent agents learn to make choices: Welcome to the Matrix of Reinforcement Learning. Reinforcement Learning (RL) powers some of today’s most advanced AI systems, from game-playing agents like AlphaGo to conversational models like ChatGPT. This graduate-level course introduces the core principles of RL, where intelligent agents learn to make decisions by interacting with their environment to maximize long-term rewards. You’ll explore fundamental topics such as Markov Decision Processes, Q-Learning, and Policy Gradients, before advancing to Deep Reinforcement Learning and modern techniques like Proximal Policy Optimization (PPO), which is part of the same family of methods used to align AI models, such as ChatGPT, with human feedback. The course blends theoretical foundations with hands-on projects using Python, PyTorch, and OpenAI Gym.
NVIDIA Course, NVIDIA and Brown University, 2023
(Funded by NVIDIA, a unique course from basic deep learning techniques to recently published research papers) Duties: Testing various optimization algorithms for benchmark in optimization, Analyzing mathematical formulations and proofs, and Preparing course contents from research papers and textbooks.
Undergraduate course, Brown University, Division of Applied Mathematics, 2023
The Directed Reading Program provides undergraduates with the opportunity to work one-on-one with graduate students and post-docs in the Division of Applied Mathematics (APMA) on independent reading projects. It is a fantastic opportunity for motivating undergraduates to learn new mathematical \& computational skills forge connections and explore higher-level mathematics outside of the undergraduate curriculum.
Undergraduate course, Louisiana Tech University, Department of Physics, 2021
Duties at various times have included taking full classes with student strength of 64. Study sessions on weekends and office hours. Conducting quiz, exam and daily assignments.