Aman Pandey Sanjeev Kumar

AI Researcher

West Lafayette, Indiana, United States6 yrs 6 mos experience
Most Likely To SwitchAI ML Practitioner

Key Highlights

  • Expert in AI inference optimization techniques.
  • Hands-on experience with advanced AI frameworks.
  • Strong background in data science and statistical modeling.
Stackforce AI infers this person is a highly skilled AI and Data Science professional with a focus on optimization and engineering.

Contact

Skills

Core Skills

Data ScienceStatistical ModelingData AnalysisNumerical AnalysisEngineering Design

Other Skills

AI AcceleratorsAlgorithmsArtificial Intelligence (AI)CPLEXCUDACommunicationCompilersComputational Linear AlgebraCritical ThinkingData StructuresData VisualizationDeep LearningDerivatives TradingEconometricsFinite Element Methods

About

I’m passionate about building efficient, scalable, and intelligent AI systems. My focus is on AI/ML system optimization and high-performance computing, where I work on making models faster, lighter, and more practical through advanced inference techniques such as quantization, sparsity, pruning, knowledge distillation, and speculative decoding. I’ve gained hands-on experience across the AI optimization stack from low-level systems (MLIR, CUDA, Triton) to cutting-edge inference frameworks (PyTorch, TensorRT-LLM, vLLM, FlashInfer, MLC-LLM, SGLang). I genuinely enjoy tackling complex computational bottlenecks and transforming them into opportunities to push the limits of AI performance. Core Skills & Interests: • AI Inference Optimization – Quantization, Sparsity, Pruning, Knowledge Distillation, Speculative Decoding • AI Compilers – MLIR, TVM, IREE, ONNX • High-Performance Computing for AI – CUDA (C++ & Python), Triton, NVIDIA Dynamo • Generative AI Systems – vLLM, SGLang, TensorRT-LLM • ML & Data Science – Python, PyTorch, JAX, SQL, Pandas, NumPy I am currently seeking an Internship or Co-op for Spring 2026 and full time roles for Summer 2026 in roles such as Machine Learning Engineer, AI Systems Engineer, or AI Software/Hardware Co-Design Engineer. If you share an interest in AI systems, compilers, or inference optimization, I’d love to connect and exchange ideas. Feel free to reach me at sanjeevk@purdue.edu

Experience

Purdue university

2 roles

Graduate Data Science Researcher

Jan 2024Present · 2 yrs 2 mos

Data VisualizationStatistical ModelingData SciencePandas (Software)NumPyData Analysis

Teaching Assistant

Aug 2023Present · 2 yrs 7 mos

  • IE 332 - Computing in Industrial Engineering
  • HTML & CSS
  • Java Script
  • Php
  • SQL
  • R
  • Data Analytics
  • Data Structures and Algorithms
Problem SolvingCritical ThinkingQuantitative ModelsCommunicationStatistical ModelingData Analysis

Defence research and development organisation (drdo)

Research Intern

Feb 2020Jul 2020 · 5 mos · Chennai

  • Worked at the Center for Engineering , Analysis, and Design, CVRDE, DRDO.
  • Worked on the design methodology and numerical analysis of intake manifold for a four cylinder engine.
  • Transient simulation is done using the code provided by Ansys.
  • Attempted to simulate the gradual opening and closing of valves of an engine using moving mesh finite element methods.
Problem SolvingCritical ThinkingQuantitative ModelsCommunicationStatistical ModelingNumerical Analysis+1

Isro - indian space research organization

Intern

Dec 2019Jan 2020 · 1 mo · Shriharikota

  • Worked at the Liquid Propellant Storage and Servicing Facility (LSSF) division at the spaceport in Sriharikota. The division constituted of two major sub-divisions - the Compressed Gas Systems (CGS) and the Cryogenic Propellant Systems (CPS). I was involved in the maintenance and working of the cryogenic propellant storage systems and the sophisticated process of fuel transfer to the umbilical tower of the two launch pads.
  • I was also a part of a two-day boot camp at the Solid Motor Production and the Environment testing facility where solid motors are tested in open and closed conditions wherein an artificial environment is created for the tests. During this boot camp, I also worked on the Investigation on the Performance of Second Throat Supersonic Exhaust Diffuser for Starting Higher Area Ratio Nozzles
Problem SolvingCritical ThinkingQuantitative ModelsCommunicationStatistical Modeling

Saeindia

2 roles

Chairperson of the Collegiate Club

Promoted

Oct 2019Jun 2020 · 8 mos

  • Invited delegates from various fields of Engineering to enlighten students
  • Also encouraged students to participate in FSAE competitions
  • Organized several technical workshops in the campus
  • Presented orientation talks on various FSAE events.
Problem SolvingCritical ThinkingCommunication

Active member

Jul 2016Jun 2020 · 3 yrs 11 mos

Kun exclusive

Internship Trainee

Dec 2018Dec 2018 · 0 mo · Ambattur

  • Worked on pre-track servicing of BMW Z4.
  • Worked on engine overhaul of BMW X1 Diesel.
  • Worked on the air suspension system of BMW X6
Problem SolvingCritical Thinking

Kingpin racing

2 roles

Simulation Engineer

Jul 2018Jul 2019 · 1 yr

  • Performed structural analysis on the roll cage and also performed numerical analysis of the intake manifold used for the KTM 390 engine.
Problem SolvingCritical Thinking

Head of Suspension and Vehicle Dynaimcs

Jul 2017Jun 2018 · 11 mos

  • Designed the double wishbone and the bell crank suspension systems for two FSAE vehicles
Problem SolvingCritical ThinkingQuantitative ModelsCommunication

Maruti suzuki india limited

Internship Trainee

Jun 2017Jun 2017 · 0 mo · Ambattur

Problem SolvingCritical Thinking

Education

Purdue University

Master's in Electrical and Computer Engineering — Artificial Intelligence

Jun 2024May 2026

Purdue University

Masters in Industrial Engineering — Operations Research with specialization in Computational Science and Engineering

Aug 2023May 2025

SRM IST Chennai

B.TECH — Mechanical Engineering

Velammal Matriculation Higher Secondary School

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