Rounak Sharma

Associate Consultant

Ranchi, Jharkhand, India11 mos experience

Key Highlights

  • Expert in mathematical modeling for machine learning.
  • Developed a novel caching framework for LLMs.
  • Passionate about reducing latency in AI systems.
Stackforce AI infers this person is a Machine Learning Engineer specializing in SaaS solutions.

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Skills

Core Skills

Machine LearningData Management

Other Skills

caching frameworkLLM-based systemslatency reductionresponse quality optimization

About

I’m passionate about using mathematical modelling to tackle real-world challenges in machine learning. My work often focuses on formalising complex problems and finding elegant solutions grounded in theory. Lately, I’ve been working extensively with large language models (LLMs) — not just using them, but digging into their internals. I study how these models represent and process information, with the goal of extracting meaningful insights that can lead to reduced latency and other impactful improvements in LLM-based systems

Experience

11 mos
Total Experience
11 mos
Average Tenure
11 mos
Current Experience

Adobe

2 roles

Research Associate

Jun 2025Present · 11 mos · Bengaluru, Karnataka, India · On-site

Research Intern

May 2024Jul 2024 · 2 mos · Bengaluru, Karnataka, India · On-site

  • Developed a novel caching framework for LLM-based systems, focusing on reducing latency and optimizing response quality across multi-session workloads. This work led to a paper accepted at SIGMOD 2025, one of the premier conferences in data management.
  • 📄 Preprint available: https://arxiv.org/pdf/2502.15734
caching frameworkLLM-based systemslatency reductionresponse quality optimizationMachine LearningData Management

Education

Indian Institute of Technology, Kanpur

BS — Mathematics and Scientific Computing

Jan 2021Jan 2025

Delhi Public School, Ranchi

+2 — PCM

Jan 2019Jan 2021

DAV Kapil Dev Public School

Class 10

Jan 2008Jan 2019

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