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krishnateja95/README.md

Krishna Teja Chitty-Venkata

Hi there! My name is Krishna Teja Chitty-Venkata. I am a passionate and enthusiastic researcher, working primarily at the intersection of Systems and Deep Learning. I am a Postdoctoral Researcher at Argonne National Laboratory (US Department of Energy, Office of Science).

Research Interests:

Broadly, I am interested in optimizing Deep Learning models on Hardware accelerators.

  • Large Language and Multimodal Model Optimization
  • Efficient Finetuning and Inference methods
  • Hardware-aware Neural Architecture Search
  • Pruning, Quantization, KV Cache eviction
  • High Performance Computing for AI
  • Performance Benchmarking
  • AI for science applications

Education:

  • Iowa State University, Ames, Iowa, USA

    • Doctor of Philosophy (PhD)
    • Department of Electrical and Computer Engineering
    • August 2017 - July 2023
    • Dissertation Title: Hardware-aware Design, Search and Optimization of Deep Neural Networks
    • PhD Supervisor: Prof. Dr. Arun Somani

  • University College of Engineering, Osmania University, Hyderabad, India

    • Bachelor of Engineering
    • Electronics and Communication Engineering
    • 2013 - 2017

Pinned Loading

  1. LLM-Finetune-Bench LLM-Finetune-Bench Public

    LLaMA-Finetune-Bench

    Python 1

  2. Neural_Architecture_Search_Benchmark_Collection Neural_Architecture_Search_Benchmark_Collection Public

    NAS Benchmarks Collection

    10

  3. LLM-VLM-Eval-Bench LLM-VLM-Eval-Bench Public

    LLM & VLM Eval Bench: Unified Evaluation Platform for LLM, VLM and LMMs

    Python

  4. VLM-Benchmark VLM-Benchmark Public

    Vision Language Model Benchmarking

    Python

  5. argonne-lcf/LLM-Inference-Bench argonne-lcf/LLM-Inference-Bench Public

    LLM-Inference-Bench

    Jupyter Notebook 11 2