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Varatheepan/README.md

πŸ‘‹ Hi, I'm Varatheepan Paramanayakam

πŸŽ“ Ph.D. Student in Electrical & Computer Engineering
πŸ“ Southern Illinois University Carbondale, USA
πŸ’‘ Working at the intersection of Machine Learning, Embedded Systems, and Digital Design


πŸš€ About Me

I’m passionate about bridging the gap between AI algorithms and efficient hardware implementation.
My journey began with developing embedded IoT solutions and evolved into machine learning model design, optimization, and hardware-aware deployment.

  • πŸ’» Experience with Agentic AI, Multi-DNN Workload Optimization, ML pipelines, embedded firmware, and FPGA-based digital design
  • πŸ” Always exploring how software and hardware co-design can make ML more efficient and adaptable

πŸ› οΈ Tech Stack

Python C++ Verilog MATLAB Docker Flask PyTorch TensorFlow Keras PaddlePaddle ONNX Vivado Altium STM32 Linux Windows


🌐 Connect with Me


⭐ β€œExploring intelligent systems that learn and operate efficiently across scales β€” from edge devices to large language models.”

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  1. NN-Profiler NN-Profiler Public

    A tool to benchmark DNN execution time and power draw at the model, layer, and multi-layer block levels.

    Python

  2. Fault-Simulation Fault-Simulation Public

    RTL stuck-at fault simulation implemented for ISCAS benchmark circuits

    C

  3. ANN-Verilog ANN-Verilog Public

    Implementation of a Feed forward neural network in Verilog.

    VHDL

  4. SOTR SOTR Public

    Self organizing task representation for continual learning

    Python