MK

Full-Stack · AI/ML · Cybersecurity

Marmik Kaila

Pre-final year B.Tech CSE (Information Security) at VIT Vellore.

0+ Projects
0+ Certifications
0+ LeetCode

About Me

I'm a Computer Science student at VIT Vellore with a passion for building systems that sit at the intersection of full-stack development, artificial intelligence, and cybersecurity.

From designing deepfake detection systems to deploying IoT health monitors, I love turning complex problems into elegant, production-ready solutions. When I'm not coding, I'm contributing to the security community on TryHackMe or mentoring peers in technical clubs.

Education

B.Tech CSE (Info Security) — VIT Vellore

Location

Vellore, Tamil Nadu, India

Focus Areas

Full-Stack · AI/ML · Cybersecurity

Education

Vellore Institute of Technology (VIT)

B.Tech in Computer Science & Engineering (Specialization: Information Security)

2023 – 2027 (Expected) Vellore, Tamil Nadu

Relevant Coursework

Data Structures Algorithms MERN Stack DBMS Computer Networks Artificial Intelligence Operating Systems Information Security

Technical Skills

A versatile toolkit spanning full-stack development, AI, and cybersecurity.

Languages

C C++ Java Python JavaScript TypeScript SQL

Web & Frameworks

React Next.js Node.js Express.js REST APIs JWT FastAPI Flask Tailwind CSS

AI / ML & Data Science

PyTorch TensorFlow/Keras Scikit-learn OpenCV ResNet50 EfficientNetB4 Pandas / NumPy ChromaDB Sentence Transformers Google Gemini API

DevOps & Cloud

AWS (Lambda, RDS, CloudWatch) Git / GitHub Actions Docker Bash / Linux Postman Jupyter Notebook Figma / Canva Salesforce

Databases & Storage

MongoDB MySQL / PostgreSQL ChromaDB (Vector DB) Semantic Caching

Cybersecurity

Nmap Wireshark Burp Suite Metasploit OWASP ZAP John the Ripper Hydra OWASP Top 10

Systems & Architecture

Distributed Systems Multi-tiered Systems Scalable Systems Fault-tolerant Systems System Design

CS Fundamentals

Data Structures & Algorithms Object-Oriented Design Operating Systems Computer Networks DBMS

Featured Projects

From AI models to cybersecurity labs — real projects solving real problems.

AI media authenticity · 2026

DeepFake Video Detection

End-to-end deepfake detection system using EfficientNetB4 CNN for real vs. fake classification. Flask REST API with YouTube integration, frame-by-frame confidence scoring. Chrome extension for instant social media verification.

TensorFlow/KerasEfficientNetB4OpenCVFlaskChrome Extension
Computer vision · 2025

Jumbled Frames Reconstruction

Reconstructs a 10-sec 1080p 30FPS video from 300 shuffled frames. Hybrid similarity with ResNet50 deep embeddings + SSIM. Greedy + TSP-inspired 2-opt optimization achieves 97–99% accuracy, 40% faster via parallelized extraction.

PythonTensorFlow (ResNet50)OpenCVSSIMNumPyThreadPoolExecutor
AI-powered emotion engine · 2026

Untold — AI Mood-to-Music

Full-stack app where users input raw text feelings; Gemini AI analyzes emotion, Last.fm fetches songs, and an AI-curated 10-song playlist structured in 3 acts is generated with YouTube embedded players for inline playback.

FastAPIGemini AILast.fm APIYouTube API v3ReactViteTailwind CSS
Real-time systems · 2026

Low-Latency Video Calling (C++20)

Multi-party video calling in modern C++20 built on a custom RTP/SFU stack instead of libwebrtc — the protocol work is the point. 1:1 and up to 8-party calls via a custom Selective Forwarding Unit, real cross-laptop camera + mic over a custom ICE/RTP transport (libjuice), H.264 (FFmpeg/x264) video and Opus audio, targeting <150 ms glass-to-glass latency with RTCP REMB adaptive bitrate. 10/10 unit tests; ~5,374 eight-party rooms/core.

C++20Custom RTP/SFUlibjuice (ICE)FFmpeg/x264OpusAVFoundation
AI forensics & blockchain · 2026

PRISM — Deepfake Authentication

Blockchain-secured audio-visual authentication combining 5-pillar multi-modal deep learning with cryptographic provenance. Analyzes video through five independent forensic perspectives (473-dim fingerprints) with per-pillar explainability; ensemble reaches 81.7% accuracy / 0.877 AUC-ROC on the LAV-DF dataset, with a transfer-learning branch at 92%. SHA-256 provenance chains create tamper-proof audit trails.

PyTorchResNet18Multi-modal DLBlockchain (SHA-256)LAV-DFEnsemble
Offensive security · 2026

Web Pen-Testing Lab (Flask)

Hands-on web penetration-testing lab against a deliberately vulnerable Flask application. Exploited and documented OWASP-style vulnerabilities — SQL injection, XSS, SSTI, command injection, insecure deserialization, broken authentication, file upload, and information disclosure — building practical exploitation and remediation skills in a safe, educational environment.

PythonFlaskSQLi / XSS / SSTICommand InjectionBurp SuiteOWASP Top 10
Healthcare monitoring · 2024

Patient Vitals Monitoring System

Modular health monitoring system with Python-based vital signs simulator (heart rate, SpO₂, BP, temperature), FastAPI server for data processing, and real-time web dashboard for visualization.

Python (FastAPI)JavaScriptHTML/CSS
Classic ML · 2025

Titanic Survival Prediction

End-to-end ML pipeline with Random Forest Classifier predicting Titanic passenger survival. Interactive Streamlit web app for real-time predictions. Dynamic 3D Plotly visualizations exploring age, class, and gender relationships.

PythonScikit-learnPandasStreamlitPlotlyJupyter
Cybersecurity hands-on · 2025–2026

Security Labs (TryHackMe)

SOC Level 1 (65 hrs): Alert triage, SIEM fundamentals, log analysis, incident response, suspicious network traffic investigation. Jr Penetration Tester (30 hrs): Reconnaissance, scanning, exploitation, post-exploitation. Top 4% in India.

NmapWiresharkBurp SuiteMetasploitOWASP ZAPJupyter
Full-stack internship project

NullClass Twitter Clone

Scalable social media platform with authentication, authorization, audio tweets, forgot-password flow, subscription payments, and Vercel deployment. Built during NullClass EdTech Software Engineering internship.

ReactNode.jsExpressJavaScriptVercel
NLP & semantic search · 2026

Semantic Search + Fuzzy Clustering

Production-quality pipeline over 20 Newsgroups (~20K posts). 6-stage cleaning pipeline, 384-dim L2-normalized embeddings in ChromaDB. GMM fuzzy clustering with BIC/AIC selection. Hand-built semantic cache at O(n/k), 100% precision, 36% hit rate. FastAPI REST service.

Pythonall-MiniLM-L6-v2ChromaDBFastAPIGMMScikit-learn

Patents

Filed inventions in AI-driven cybersecurity and cryptographic access control.

Patent Filed  App No. 202641054502

AI-Based Multi-Layer Spoofing Detection System

Deep learning and adaptive policy networks for real-time network security. A five-model AI framework — Bidirectional LSTM behavioral learning, Autoencoder + Isolation Forest anomaly detection, an LSTM threat predictor, a Deep Q-Network for adaptive self-learning policies, and a multi-layer correlation engine — detecting IP, MAC, ARP, DNS spoofing and DDoS attacks at 98.7% accuracy with a 1.1% false-positive rate.

Deep LearningBi-LSTMAutoencoderDeep Q-NetworkAnomaly DetectionNetwork Security
Patent Filed  App No. 202641061626

Trust-Aware Participant Management Framework (TAPM-TCO)

A machine-learning-enhanced access control and participant-selection layer for threshold cryptographic operations and secret sharing. Sitting above unchanged primitives like Shamir's Secret Sharing, it uses multi-dimensional trust vectors, ML-based trust-degradation prediction, and graph-based (PageRank-style) collusion pre-screening to decide who may participate — with zero-knowledge policy-compliance verification and full participant lifecycle management.

Threshold CryptographySecret SharingAccess ControlMachine LearningGraph AnalysisZero-Knowledge Proofs

AI & ML Focus

Building intelligent systems that solve real-world challenges.

Artificial Intelligence

CNNs, LSTMs, ensemble models, and transformer architectures with TensorFlow, Keras, and Scikit-learn.

Machine Learning

End-to-end pipelines: preprocessing, feature engineering, training, tuning, and production deployment.

Computer Vision

OpenCV, EfficientNetB4, ResNet50 for object detection, image classification, deepfake detection, and video analysis.

Natural Language Processing

Text analysis, semantic search, and LLM integration using Sentence Transformers, ChromaDB, and Gemini API.

Cyber Security

Offensive and defensive security specialization.

Network Security

Network scanning (Nmap), packet analysis (Wireshark), and firewall configuration for enterprise environments.

Penetration Testing

Burp Suite, Metasploit, and OWASP methodologies for web application security testing.

SOC Operations

SIEM log analysis with Splunk, incident response, threat hunting, and security event correlation.

Digital Forensics

Evidence collection, chain-of-custody procedures, and forensic analysis for incident investigation.

Work Experience

Indian Institute of Remote Sensing (IIRS), ISRO

Research Intern

May 2026 – Present Dehradun, India
  • Designing and building an innovative deep learning system using ConvLSTM encoder-decoder networks to run predictions on large-scale multi-temporal satellite datasets, generating 48-frame next-day Earth observation forecasts
  • Developing a scalable, high-performance end-to-end geospatial AI pipeline on PyTorch for data preprocessing, sequence modeling, training, and real-time inference automation
  • Creating solutions for large-scale spatiotemporal predictions with advanced optimization techniques, mixed-precision training, and autoregressive decoding to deliver high-quality, temporally consistent results
  • Building scalable real-time inference modules and visualization systems for full-day satellite timelapse predictions while optimizing computational efficiency on large-scale datasets

NullClass EdTech Private Limited

Software Engineering Intern

Dec 2025 – Feb 2026 Remote
  • Developed a scalable social media platform (Twitter clone) with authentication, authorization, and core features (posts, interactions)
  • Designed RESTful backend APIs focused on modularity, performance, and secure user interactions
  • Built responsive frontend for seamless scalability using React and Node.js
  • Implemented audio tweet feature, forgot-password flow, and subscription payment system

Millennium Infra Market TBS Pvt. Ltd.

Web Development Intern / Software Engineer Intern

June – July 2025 Gujarat, India
  • Designed and developed a responsive corporate website in collaboration with stakeholders, improving usability and cross-device compatibility by ~30%
  • Gathered requirements, iterated on feedback, and delivered frontend features aligned with business and user needs
  • Gained practical experience in front-end technologies (HTML, CSS, JavaScript) and team collaboration workflows

Certifications

SOC Level 1

TryHackMe

65 hours hands-on

View Certificate →

Jr Penetration Tester

TryHackMe

30 hours hands-on

View Certificate →

Cybersecurity Professional

Google / Coursera

Professional Certificate

View Certificate →

Software Engineering Simulation

JPMorgan Chase & Co. — Forage

Java, Spring Boot task

GitHub →

Cyber Job Simulation

Deloitte Australia — Forage

Cybersecurity simulation

View Certificate →

Full Stack MERN Development

Online Certification

React, Node, Express, MongoDB

View Certificate →

Clubs & Achievements

Senior Core Member · Web Dev & Management · Mar 2024 – Present

TAG Club VIT

Led large-scale events with 20+ members achieving 100% on-time delivery. Spearheaded full-stack development for club projects (registration portals). Improved participation efficiency by 30%. Mentored junior members.

Senior Core Member · Design & Management · Apr 2024 – Present

GLA (Gujarat Literacy Association) VIT

Spearheaded planning and execution of major club events. Led and motivated teams by delegating responsibilities and setting clear goals. Oversaw logistics, budgeting, and stakeholder communication.

Key Achievements

Ranked top 4–5% on TryHackMe in India leaderboard

Completed SOC Level 1 (65 hrs) & Jr Pen Tester (30 hrs)

Solved 250+ data structures & algorithms problems on LeetCode

Active open-source contributor with 15+ projects on GitHub

100% on-time delivery for all large-scale club events at VIT Vellore

Get in Touch

Have a project in mind? Let's build something great together.