Machine Learning Engineer / Researcher

Pushing the Boundaries
of AI & DL.

Undergraduate CS student at Amrita School of Computing, passionately building intelligent systems to solve real-world complexities.

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Academic Education

Amrita School of Computing

B.Tech in Computer Science & Engineering

2022 - 2026

Vivekam Matric Higher Secondary School

Higher Secondary Education

2022

SRMV Higher Secondary School

Secondary Education

2020

Professional Experience

Machine Learning Engineer / Researcher

Jan 2026 - Present

Dataconquest Research Hub, Coimbatore

Building end-to-end ML/DL pipelines using TensorFlow, PyTorch, and OpenCV. Specializing in computer vision tasks, model optimization, and metric-based evaluation (mAP, IoU, Dice).

Featured Innovation Research Work

Secure Deep Learning Framework for Deepfake Detection

Ongoing

Developing a secure deepfake detection framework combining multiple deep learning architectures and a tamper-resistant deployment pipeline. The system evaluates three models: a hybrid XceptionNet + Vision Transformer for combining local texture analysis with global attention, VGG16 enhanced with frequency-domain features to capture compression artifacts, and DenseNet to improve multi-scale feature sharing through dense connectivity.

A custom dataset is generated using InsightFace-based face swapping, where source and target identities are merged to create synthetic deepfake samples that are then used for training and benchmarking. The project also implements a real-time secure web application using Streamlit with MongoDB storage to ensure immutable detection results and practical deployment.

Toolbox Technical Expertise

Languages

Python C++ C JavaScript HTML/CSS

DL/ML Frameworks

TensorFlow Keras PyTorch OpenCV Scikit-learn

Specialized Tech

Computer Vision Deep Learning NLP GCP Firebase React Native

Evaluation & Tools

mAP / IoU / Dice Git

Portfolio Key Projects

Research

Deepfake Detection & Blockchain

Secure framework combining hybrid XceptionNet + ViT architectures with a tamper-resistant blockchain deployment pipeline for immutable detection results.

PyTorch Blockchain Deep Learning Streamlit
Profile / Source
Health Tech

FitVerse Health App

Comprehensive fitness tracker and nutrition management platform featuring a health chatbot integrated with Google Fit API.

React Native Firebase Google Fit API
Source Code
Computer Vision

Driver Drowsiness Detection

Real-time system detecting fatigue signs (EAR, eye closure %, yawning) using dlib facial landmarks and OpenCV processing.

OpenCV dlib NumPy
Source Code
Networking

TCP/UDP Banking System

Multi-client simulation using TCP for reliable transactions and UDP for real-time alerts. Implements secure authentication and transaction listeners.

Python Sockets Multi-threading
Source Code
DSA

Graph with Trie Indexing

Hybrid data structure combining graph topology and trie-like prefix indexing for efficient string storage and querying with NetworkX visualization.

Python NetworkX Algorithms
Source Code
TOC

Regex → NFA Generator

Educational tool that parses regular expressions and builds NFA transition tables using Thompson-style ε-transitions.

Python Compilers
Source Code
Algorithms

Graph Route Planner

Road network routing that computes BFS shortest paths and non-overlapping alternate routes by node/edge blocking.

C++ Graph Theory
Source Code
Operating Systems

Reader–Writer Simulation

Food processing plant model demonstrating mutual exclusion, resource locking, and scheduling strategies to prevent starvation.

Concurrency Synchronization
Code Demo
Deep Learning

Solar Flare Classification

CNN-based pipeline for automatic classification of solar magnetogram images into astrophysical intensity standard classes.

TensorFlow Keras CNN
Source Code
Web System

CyberCrime Classification

Analysis system for cybercrime record management, featuring interactive dashboards and SQL-optimized trend visualization.

PHP MySQL JavaScript
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Curriculum Vitae Professional Resume

Resume_new.pdf

Download my latest resume for a detailed overview of my experience in Machine Learning, Deep Learning, and Research.

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Verified Certifications

Tata Group Data Analytics Job Simulation - Forage
Cloud Computing Foundations - Google Cloud
Deep Learning for Developers - Infosys Springboard

Get in touch Let's Collaborate

Open for research collaborations and ML engineering opportunities.

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