Avishek Paul

Senior Data Scientist @Aspen Technology

Montreal, QC, CA

Successfully developed a prototype that allows to train reinforcement learning agents to alleviate congestion on transmission network using topological actions (line/bus switching) can autonomously operate a grid and/or suggest possible set of actions to operators.• Received CEO Award for development of an internal tool that generates a Requirement Tracking Matrix that maps each customer requirement to OSI product test procedure. Mapping is done through semantic similarity, yields high accuracy (> 90%) and reduce manual efforts of engineer by 60% using local LLM Model (Llama3)• Received People\'s Choice Award at AspenTech Tech Summit 2023 for developing an AI powered Visualization tool for WebStudio that automatically determines the best KPI metrics, plots, analysis summary and a chat mechanism. Decision making for plots done by ChatGPT/local LLM model and curated prompt engineering• Transformation of unstructured documents of Functional Design Specification (FDS) into Knowledge Graphs and performing Retrieval Augmentation Generation on graphs to respond to queries• Developed a prototype to analyze alarm list and suggest possible actions to rectify them and filter critical alarms thereby reducing operator fatigue and improving monitoring• Various QLORA fine tuning of Large Language Models & inferencing (https://github.com/AvisP/LM_Finetune)• Created knowledge graph on product documentation for users to interact and find response to their queries• Creating agentic workflows (langchain) to automate GUI interactivity of vision models OpenAI (4o/o1/o3-mini), DeepSeek (R1), Qwen (2.5VL) based on instructions provided.• Fixed issues and added customization with a Microsoft repo OmniParser, a Visual Language Agent that automates interactivity with windows OS to accomplish tasks

Indian Institute of Technology, Delhi

Master's Degree, Electrical Engineering Power Systems

McGill University

Doctor of Philosophy - PhD, Electrical and Computer Science Engineering (Power Systems)

Jadavpur University

BEE, Electrical enginnering