Arkanil Paul

Associate Consultant

Kolkata, West Bengal, India0 mo experience

Key Highlights

  • Developed a high-performance federated learning system.
  • Conducted advanced GPU/CPU performance analysis.
  • Proficient in multiple programming languages and tools.
Stackforce AI infers this person is a skilled AI/ML engineer with a focus on performance optimization and microarchitectural analysis.

Contact

LinkedIn

Skills

Core Skills

Federated LearningMicroarchitectural AnalysisPerformance AnalysisGpgpu

Other Skills

AMD uProfC#C++Competitive ProgrammingDockerGitIntel Pin ToolPerformance ProfilingProfiling ToolsPython (Programming Language)SystemVerilogVerilog

Experience

0 mo
Total Experience
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Average Tenure
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Current Experience

Department of cse, iit bhubaneswar

2 roles

Research Intern - Federated Learning and Microarchitectural Analysis

Promoted

Sep 2024 – Present · 1 yr 7 mos · Remote

  • Developed an efficient federated learning system with focus on performance profiling:
  • Built a compact C++ federated learning framework (105KB) using Boost and LibTorch
  • Improved framework performance by 10x with staleness-aware FedAsync aggregation
  • Profiled server/client systems using AMD uProf for microarchitectural analysis
  • Validated scalability with 150+ simultaneous clients across 3 deep learning models
C++Microarchitectural AnalysisFederated LearningPerformance Profiling

Research Intern – GPU Architecture and Performance Profiling

Mar 2024 – Jul 2024 · 4 mos · Remote

  • Conducted advanced GPU/CPU performance analysis using industry-standard tools:
  • Utilized GPGPU-Sim, ChampSim, Intel Pin Tool and AMD uProf for detailed microarchitectural analysis.
  • Deployed Docker containers for simulation environments, reducing setup time by 60%.
  • Benchmarked 7 deep learning models to identify and document performance bottlenecks.
  • Generated and analyzed 200GB+ of execution traces for memory hierarchy optimization.
GPGPUPerformance AnalysisDockerAMD uProfIntel Pin Tool

Programming and algorithms group

Member

Apr 2022 – Jul 2022 · 3 mos

Education

Indian Institute of Technology, Roorkee

Bachelor of Technology - BTech — Geophysical Technology

Nov 2021 – Jan 2026

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