Skip to content
View elakiavm's full-sized avatar

Block or report elakiavm

Block user

Prevent this user from interacting with your repositories and sending you notifications. Learn more about blocking users.

You must be logged in to block users.

Maximum 250 characters. Please don't include any personal information such as legal names or email addresses. Markdown supported. This note will be visible to only you.
Report abuse

Contact GitHub support about this user’s behavior. Learn more about reporting abuse.

Report abuse
elakiavm/README.md

πŸ‘‹ Hi, I'm Elakia Vijayalakshmi Mantharachalam

πŸŽ“ MSc Computer Science with Artificial Intelligence
πŸ“ University of Nottingham, UK
πŸ“§ vmelakia@gmail.com

πŸ”— LinkedIn: https://www.linkedin.com/in/v-m-elakia-49382a212/
πŸ”— GitHub: https://github.com/elakiavm
πŸ”— Medium: https://medium.com/@vmelakia


πŸ’‘ About Me

I’m a Machine Learning Engineer & AI Enthusiast passionate about transforming data into intelligent, real-world solutions.
Currently pursuing my MSc in Computer Science with AI at the University of Nottingham, I focus on deep learning, computer vision, NLP, and AI for social and industrial impact.

With hands-on experience in cloud platforms, big data, and AI research, I aim to bridge the gap between cutting-edge models and scalable deployment.

🧠 β€œAI isn’t just about algorithms β€” it’s about understanding problems deeply and creating smart, ethical, and efficient solutions.”


🧠 Core Competencies

Category Tools / Technologies
Programming Python, Java, Bash
ML & DL Frameworks TensorFlow, PyTorch, Keras, Scikit-Learn
Data Science Stack Pandas, NumPy, Matplotlib, Seaborn, OpenCV
ML Ops & Cloud AWS, Docker, Jenkins, Terraform
Databases MongoDB, SQLite
Version Control Git, GitHub
Visualization & Dashboarding Streamlit, Plotly
Operating Systems Ubuntu, Linux

πŸš€ Featured Projects

🩺 Melanoma Detection Using Deep CNNs with Skin Tone Analysis

  • Designed and trained CNN architectures (VGG16, ResNet50, Xception, DenseNet201, MobileNetV2) on dermoscopic images.
  • Integrated CLAHE and real-time augmentation for balanced performance across skin tones.
  • Achieved >90% accuracy on test data, improving fairness in medical AI models.

πŸ’³ Fraud Detection Using Distributed SMOTE in Apache Spark

  • Built a scalable fraud detection pipeline using Spark MLlib.
  • Applied Local, Global, and LSH-based SMOTE to tackle class imbalance.
  • Achieved high precision with optimized clustering (K-Means, Bisecting K-Means).

πŸ”’ IoT Network Security with GANs & Image Data Hiding

  • Created a hybrid deep learning model combining GANs and CNNs for data encryption in IoT networks.
  • Implemented steganographic data hiding to enhance data security during transmission.

🎨 Image Colorization Using GANs

  • Developed a GAN-based image colorization model with 95% accuracy on grayscale images.
  • Built using PyTorch, OpenCV, and NumPy, optimized for real-time results.

πŸ“š Publications

  • 🧾 Improvised Secure Data Transfer through the Use of Steganography for IoT Network Node Data Security β€” IEEE, 2024
  • πŸ“œ A Novel Implementation of Marksheet Parser Using PaddleOCR β€” arXiv, 2024

πŸ† Achievements

  • πŸ₯‡ Smart India Hackathon Finalist – Top 3 finish for building a Security Operations Center (SOC) using ElasticSearch, Kibana, and Cortex.
  • πŸŽ“ PwC Launchpad Program (Score: 88%) – Completed modules in DevOps, Cloud, and Java.
  • πŸ₯‰ Hackathon (3rd Place) – Built a Flask + MongoDB job scraper with Streamlit interface.

πŸŽ–οΈ Certifications

  • 🧩 PCAP: Programming Essentials in Python – Cisco Networking Academy
  • ☁️ AWS Partner: Cloud Economics & Accreditation (Technical)
  • πŸ”· Azure Cloud Computing & Machine Learning – Coursera, Teachnook
  • πŸ€– AI for Everyone – Coursera

🌱 What I’m Currently Learning

  • Advanced Deep Learning Architectures (Transformers, ViTs)
  • MLOps Pipelines using AWS & Docker
  • Explainable AI (XAI) and Model Interpretability

🀝 Let’s Connect!

πŸ’Ό Always open to collaborations in:

  • Machine Learning Research
  • Applied AI Projects
  • Cloud-based ML Deployment

πŸ“© Reach me at vmelakia@gmail.com
🌍 Let’s build AI that matters!


Pinned Loading

  1. emo-music emo-music Public

    Python

  2. Image-Colorization-Using-GANs Image-Colorization-Using-GANs Public

    Python

  3. Object-Detection-with-YOLOv3 Object-Detection-with-YOLOv3 Public

    Python

  4. Perform-Human-Pose-Estimation Perform-Human-Pose-Estimation Public

    Python

  5. spotify-clone spotify-clone Public

    HTML

  6. Steganography-GANS Steganography-GANS Public

    Jupyter Notebook