Software Engineer · ML Enthusiast

I build things
that think.

I am a final-year CS student who specializes in bridging the gap between theoretical ML models and real-world latency constraints. I build architectures that scale perfectly on the edge.

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About

A bit about me.

I enjoy exploring the intersection of design and engineering, creating experiences that feel alive and intuitive. When I'm not coding, you'll find me exploring new technologies, reading about systems design, or embarking on outdoor adventures.

I am a final-year CS student who specializes in bridging the gap between theoretical ML models and real-world latency constraints. I build architectures that scale perfectly on the edge.

Based in Bengaluru, India

Languages

EnglishKannadaHindi

Interests

TravellingTrekkingPhotography
Samarth Uday

Skills & Expertise

What I work with.

Python logo
PyTorch logo
TensorFlow logo
YOLO logo
OpenCV logo
Hugging Face logo
Claude AI logo
Next.js logo
Node.js logo
JavaScript logo
C Programming logo
Anaconda logo
Azure logo
Docker logo
MySQL logo
SQL logo
GitHub logo
Python logo
PyTorch logo
TensorFlow logo
YOLO logo
OpenCV logo
Hugging Face logo
Claude AI logo
Next.js logo
Node.js logo
JavaScript logo
C Programming logo
Anaconda logo
Azure logo
Docker logo
MySQL logo
SQL logo
GitHub logo

Experience

Where I've worked.

Geosentry.AI

Geosentry.AI

Current

AI Intern

May 2026 — Present

Building core personalized voice companion architecture, custom connectors, and memory graphs.

AI AgentsVoice AIMemory GraphsConversational AIFastAPIPython
reAlpha

reAlpha

SWE Intern

Sep 2025 — Mar 2026

Built infrastructure for real-time voice AI with WebRTC, achieving sub-200ms TTFT across production workloads.

WebRTCFastAPIWhisperDeepgramElevenLabsSIPDockerCI/CD
University of Nevada, Las Vegas

University of Nevada, Las Vegas

Research Intern

Jun 2025 — Aug 2025

Developed ML systems achieving 0.89 micro F1 for protein function prediction and 0.879 accuracy for compliance risk scoring.

PyTorchESM-2XGBoostSHAPBioinformaticsNLPRisk Analysis
Vedic Sadhana Foundation

Vedic Sadhana Foundation

Software Intern

Oct 2024 — Dec 2024

Built production-grade scraping and NLP pipelines processing 50,000+ entries with automated data cleaning and API endpoints.

PythonWeb ScrapingNLPFastAPIData PipelineText Processing

Research

Publications & Papers.

01
2026 International Conference on Intelligent and Innovative Technologies in Computing, Electrical and Electronics (IITCEE)January 2026DOI: 10.1109/IITCEE67948.2026.11394149

SafeStreets: Deep Learning-Based Real-Time Traffic Violation Detection System

Authors: Chayadevi M L, Samarth Uday, Sourav Mantesh Shet

Proposed an AI-driven edge surveillance architecture that automates traffic violation detection (including helmet rule compliance and automatic license plate recognition). Deployed directly onto latency-constrained edge hardware with highly optimized neural pipelines.

Accuracy98.7%
Latency<100ms
HardwareEdge AI
View Paper
02
2026 International Conference on Intelligent and Innovative Technologies in Computing, Electrical and Electronics (IITCEE)January 2026DOI: 10.1109/IITCEE67948.2026.11394594

Neural Art Style Transfer

Authors: Priyanka S, Samarth Uday, Suhas M

Explored real-time style harmonization utilizing deep convolutional networks (VGG-19) to align artistic styles with camera input. Optimizes feed-forward neural layers to maintain high temporal consistency and prevent frame flickering in live video feeds.

ArchitectureVGG-19
Frame Rate30+ FPS
OptimizationStyle Loss
View Paper

Projects

Things I've built.

SafeStreets

SafeStreets

Real-time traffic violation detection through deep learning models deployed at edge devices. 98.7% accuracy, <100ms inference.

YOLOComputer VisionEdge AIDeep Learning
Voice Budget App

Voice Budget App

Real-time voice-controlled budget tracking with WebRTC speech pipelines and automated categorization.

WebRTCFastAPIWhisperReact
Protein Function Predictor

Protein Function Predictor

Sequence-to-function deep learning model using PyTorch with ESM-2 embeddings, achieving research-grade prediction accuracy.

PyTorchBioinformaticsESM-2MLP
Compliance Risk Scoring

Compliance Risk Scoring

Explainable NLP pipeline that extracts risk factors and generates human-readable rationales alongside risk scores.

NLPXGBoostSHAPRisk Analysis

Contact

Let's work together.

I'm always open to new opportunities, collaborations, and interesting conversations. Whether you have a project in mind or just want to say hi — my inbox is open.

Say Hello

copyright © 2025 Samarth Uday