Solopreneur · Deerfield Beach, FL

I ship models the way I ship infrastructure.

Versioned. Containerized. Monitored. Reproducible from a single commit. Four live, publicly verifiable systems — not coursework demos.

Manifesto

Deployment is part of the model.

I treat deployment as part of the model, not an afterthought. Every system I build is versioned, containerized, monitored, and reproducible from a single commit.

It's a rare combination of research rigor and operations discipline — the ability to read the paper, train the model, and keep it healthy in production. My portfolio is four live, publicly verifiable systems rather than coursework.

Currently targeting Cloud, MLOps, AI/ML, or Software Engineer roles nationwide, including remote.

98.49%

F1-score, fraud detection

100%

F1-score, cost anomaly detection

98.36%

Accuracy, intrusion detection

2hr → 5min

Job application time, cut

Project Experience

Live systems, not screenshots.

Four production-grade builds spanning MLOps, cloud infrastructure, full-stack AI, and applied security research. Flip a card for the details.

01

Automated MLOps Pipeline for Real-Time Fraud Detection

Hover or tap to flip

A full ingest-train-deploy pipeline for real-time credit card fraud detection, automated end-to-end with CI/CD and served behind a monitored FastAPI layer.

98.49% F1-score100% fraud recallROC-AUC 1.000284,807 transactions
PythonXGBoostSMOTEMLflowFastAPIDockerKubernetesGitHub ActionsGrafana
02

Intelligent Cloud Cost Optimization Engine

Hover or tap to flip

An anomaly detection engine for AWS spend that catches cost blowouts before they show up on the bill, exposed through a serverless dashboard.

100% F1-score16 TP · 0 FP · 0 FN365 days of cost data38 passing tests
PythonIsolation ForestFastAPIAWS LambdaDynamoDBCloudWatchTerraformDockerGitHub Actions
03

Hire Ready AI — Intelligent Job-Hunting Platform

Hover or tap to flip

A full-stack AI job-hunting platform that aggregates listings in real time, tailors resumes in one click, and scores them against ATS systems.

10 integrated systems4 APIs aggregated live15 REST endpoints2hr → 5min application time
PythonFastAPINext.jsGroq AIPostgreSQLWebSocketsDockerJWT AuthGitHub Actions
04

Blockchain Event Spotting & Trust Verification

Hover or tap to flip

Hybrid blockchain security research pairing ECC + AES-256-GCM encryption with ML-based intrusion detection, published at ICCCAI-2024.

98.36% accuracy257,673 records (UNSW-NB15)Published @ ICCCAI-2024
PythonBlockchainECC + AESNLPRandom ForestGradient BoostingScikit-learn

Education

Foundations.

M.S., Computer and Information Sciences

Florida Atlantic University · Boca Raton, FL

Aug 2024 — May 2026

GPA: 3.867 / 4.0

B.E., Computer Science and Engineering

Sathyabama Institute of Science and Technology · Chennai, India

Aug 2020 — Aug 2025

GPA: 3.12 / 4.0

Toolbox

What I build with.

Cloud-native, model-to-production tooling — the same stack across every project above.

Languages

PythonSQLBash

Cloud & AWS

SageMakerLambdaS3EC2RDSCloudWatchDynamoDBIAMVPC

MLOps & DevOps

MLflowKubeflowCI/CDGitHub ActionsModel VersioningData Drift MonitoringTerraformLinuxGit

Containers

DockerKubernetesHelmECR

ML / AI

Scikit-learnTensorFlowHugging FaceNLPXGBoostIsolation Forest

Data & APIs

PostgreSQLMySQLDynamoDBRedisFastAPIFlaskREST APIsNext.js

Tools

JupyterVS CodePostmanGrafanaGroq AI

Get in touch

Let’s build something that survives production.

Open to Cloud, MLOps, AI/ML, and Software Engineer roles — nationwide, including remote.

Deerfield Beach, FL