Skip to content
View Pranav-s79's full-sized avatar

Block or report Pranav-s79

Block user

Prevent this user from interacting with your repositories and sending you notifications. Learn more about blocking users.

You must be logged in to block users.

Maximum 250 characters. Please don’t include any personal information such as legal names or email addresses. Markdown is supported. This note will only be visible to you.
Report abuse

Contact GitHub support about this user’s behavior. Learn more about reporting abuse.

Report abuse
pranav-s79/README.md

Pranav Senthilkumar

EE Honors @ Texas A&M · ML Researcher @ LIVE Lab

Interested in AI/ML, Embedded Systems, and VLSI.

Portfolio LinkedIn Email

About Me

Focus Edge AI, hardware acceleration, and intelligent embedded systems
Research Machine Learning for hardware-aware and physical systems
Currently exploring Computer Architecture, digital design, verification, and robotics

Technologies

Languages & Tools

Python C++ Git GitHub Actions Jupyter

Machine Learning

PyTorch TensorFlow scikit-learn NLP

Featured Work

Compatibility enforcement for CMSIS-SVD register maps

Published Python CLI and GitHub Action that detects breaking silicon-description changes before they silently corrupt embedded drivers.

Result: Validated against 15 pinned vendor SVDs with a documented 22-rule compatibility contract.

regdrift on GitHub regdrift on PyPI

Tags: Python · GitHub Actions · CMSIS-SVD

Evidence-backed repository intelligence for coding agents

Builds repository graphs with provenance, confidence, resolution, and file-level evidence for safer agent navigation and review.

Result: Uses a frozen six-tool MCP interface and validated golden fixtures for deterministic repository analysis.

GitHub

Tags: Repository Analysis · Provenance · Agent Tooling

Thermal-aware scheduling for many-core processors

Uses calibrated Machine Learning predictions to reduce hotspot risk under changing workloads.

Result: Under OOD workloads, the conformal scheduler recorded 0.0 ± 0.0 hotspot violations at 71.9 ± 1.2 °C.

GitHub

Tags: Machine Learning · Thermal Modeling · Computer Architecture

Parameterized arithmetic and verification project

Implements and tests a configurable arithmetic logic unit for RISC-V-oriented digital design.

Result: Implements 10 RV32I ALU operations with deterministic and vector-driven random testbenches.

GitHub

Tags: Digital Design · RISC-V · Verification

Contribution Activity

Animated Pac-Man GitHub contribution graph

Popular repositories Loading

  1. regdrift regdrift Public

    Compatibility gate for CMSIS-SVD register maps. Detect breaking register-map changes in CI before they reach firmware.

    Python 1

  2. Number_Recognizer_MNIST Number_Recognizer_MNIST Public

    Jupyter Notebook

  3. Pushup_Form_Checker Pushup_Form_Checker Public

    Python

  4. MCU_Datalogger MCU_Datalogger Public

    HTML

  5. HapticPortal HapticPortal Public

    Python

  6. Whiteboard Whiteboard Public

    Agentic whiteboard

    TypeScript