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🌌 Aditya Ranjan Swain

AI/ML Engineer | Computer Vision & NLP Specialist

LinkedIn GitHub Email


🚀 About Me

I am a results-driven AI/ML Engineer with a B.Tech in Computer Science & Engineering from Trident Academy of Technology (Graduated May 2026, CGPA: 6.8 / 10).

I specialize in translating deep learning theory into production-ready software, bridging Computer Vision, Natural Language Processing (NLP), and Full-Stack Backend Architectures. With hands-on dual-internship experience, I build systems designed to operate under real-world constraints.


💼 Professional Experience

🔹 AI/ML Engineer Intern | CTTC MSME, Bhubaneswar (Jul 2025 – Aug 2025)

  • Facial Recognition Attendance System: Developed an end-to-end biometrics pipeline (live video capture → Haar Cascade face detection → CNN face identification → MySQL logging). Adopted for live operational attendance.
  • Object Detection Pipelines: Built custom object detectors utilizing transfer learning with state-of-the-art CNN architectures, applying data augmentation (rotation, contrast, scaling) to close the generalization gap.
  • Model Lifecycle Management: Handled raw data preprocessing, architecture design, hyperparameter tuning, and strict evaluation metrics (Precision, Recall, F1-Score).

🔹 AI/ML Engineer Intern | 1stop.ai (Remote) (Jul 2025 – Sep 2025)

  • NLP Classification Pipeline: Designed a multi-class text classification pipeline (tokenization → TF-IDF → Word Embeddings → Deep Neural Network) trained on Kaggle datasets.
  • Landmark Detection & Image Classification: Built custom CNN models in TensorFlow/Keras to perform structural landmark mapping and image categorization.
  • Robust Generalization: Optimized training workflows using dropout layers, batch normalization, and early stopping to mitigate overfitting.

🛠️ Technical Skill Matrix

Category Technologies
Languages Python, JavaScript (ES6+), HTML5, CSS3, SQL (MySQL)
AI/ML & Deep Learning TensorFlow, Keras, OpenCV, DeepFace, Dlib (68 Face Landmarks), Haar Cascades
Libraries & Data Science NumPy, Pandas, Matplotlib, Seaborn
Backend & Databases Flask, Flask-WTF, Flask-Session, MySQL
Tools & Platforms Docker, Docker Compose, Git & GitHub, Stripe API, Jupyter Notebooks, Google Colab
Evaluation Metrics Precision, Recall, F1-Score, AUC-ROC, Accuracy

🏆 Key Production-Grade Projects

1️⃣ AI-Powered Intelligent Proctoring System

An advanced, secure, and intelligent online examination platform designed to conduct objective, subjective, and practical coding tests while ensuring academic integrity.

  • Proctoring Core: Integrated real-time face tracking and identification using DeepFace and Dlib to verify student identity and prevent academic dishonesty.
  • Full-Stack Backend: Built with Flask, securing sessions via Flask-WTF and Flask-Session, backed by a relational MySQL database.
  • Integrations & Deployment: Payment processing via Stripe API and containerized using Docker & Docker Compose for zero-configuration deployments.

2️⃣ Real-Time Facial Recognition Attendance

A live biometrics pipeline that captures video, identifies users, and logs timestamps in a backend database.

  • Pipeline: Live Camera Feed ➡️ Haar Cascade Detection ➡️ CNN Verification ➡️ MySQL Logger.
  • Achievement: Fully adopted for operational use during the CTTC MSME internship.

3️⃣ NLP Text Classification Pipeline

An end-to-end NLP pipeline for categorization of multi-class textual corpora.

  • Tech Stack: NLTK, TF-IDF Feature Extraction, Custom Word Embeddings, Deep Neural Network (Sequential API) with Dropout and Batch Normalization.

📁 Repository Overview

├── index.html               # Portfolio Single-Page Application (HTML5, CSS3, JS)
├── Profile.jpeg             # Main portfolio section profile image
├── Passport Size.jpg        # Favicon tab icon
├── Aditya_Swain_Resume.pdf  # Downloadable PDF Resume
└── README.md                # Personal profile & project documentation

📧 Let's Connect!

I am always open to discussing new opportunities, collaborations, or technical challenges in the AI/ML space.

About

Full-Stack Developer & AI Specialist | React • Node.js • Python • PyTorch | Building the future of intelligent web apps.

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