Nakul Ramesh Limbani

I am an

About Me

I am a motivated B.Tech CSE with specialization in Big Data Analytics student with a CGPA of 9.82, Rank 1st in my department. My academic and professional journey at SRM Institute of Science and Technology has been dedicated to mastering Data Science, Data Analytics, Artificial Intelligence, Machine Learning, Deep Learning, Generative AI and Computer Vision. With hands-on experience as a research intern at Council of Scientific & Industrial Research (CSIR), Samsung R&D Institute India-Bangalore (SRI-B) and Intel India, I am passionate about applying my technical expertise to create innovative, impactful AI-powered solutions that address real-world challenges. My passion for problem-solving is reflected in my multiple hackathon wins and research publications.

Education

B.Tech in Computer Science

SRM Institute of Science and Technology

Expected May 2026

CGPA

9.82

Ranking

Top 1%

Relevant Coursework

  • Deep Learning for Data Analytics
  • Advanced Machine Learning
  • Probability and Statistics
  • Data Structures and Algorithms
  • Design and Analysis of Algorithms
  • Generative Computer Vision
  • Financial Machine Learning
  • Natural Language Processing
  • Database Management Systems
  • Calculus and Linear Algebra
  • Operating Systems
  • Computer Networks

Achievements

  • Rank 1 of the department in B. Tech program
  • Performance-Based Scholarship
  • Awarded the prestigious Samsung PRISM Certificate of Excellence for outstanding performance during internship.

Technical Skills

Languages

Python

SQL

C/C++

Frameworks & Libraries

TensorFlow

PyTorch

Scikit-learn

OpenCV

Keras

Flask

React

NLTK

YOLO

MediaPipe

Pandas

NumPy

Hugging Face

Transformers

Databases

MySQL

PostgreSQL

SQLite

Supabase

Additional Tools

Git

AWS

GitHub

Azure

Visual Studio Code

Jupyter Notebooks

Google Colab

Android Studio

Docker

Data Visualization

Power BI

Tableau

Matplotlib

Seaborn

Domains

Data Science

AI

Machine Learning

Deep Learning

NLP

Analytics

Computer Vision

Explainable AI (XAI)

Automation

Business Intelligence

Generative AI

Core Competencies

Analytical Thinking & Problem Solving

Teamwork & Proactive Communication

Time Management & Efficiency

Adaptability & Learning Agility

Emotional Intelligence (EQ)

Attention to Detail

Leadership & Initiative

My Journey

CSIR - Research Intern

Council of Scientific & Industrial Research - Chennai, India

Apr 2025 - Present
  • Developed a UAV object-detection system for border surveillance with 92% accuracy.
  • Implemented YOLO + OpenCV pipelines for efficient aerial imagery analysis.

Intel Unnati Industrial Training Intern

Intel India

Feb 2025 - Apr 2025
  • Designed and implemented Generative AI educational games, enhancing adaptive learning and engagement for over 100 students.
  • Developed adaptive learning algorithms that improved student engagement by 40%.

Samsung PRISM Research Intern

Samsung R&D Institute - Bangalore

June 2024 - Feb 2025
  • Engineered deep learning video processing algorithms, improving depth estimation accuracy by 30%.
  • Optimized ML pipelines using TensorFlow & OpenCV for enhanced real-time throughput.
  • Awarded the prestigious "Certificate of Excellence" by Samsung PRISM for outstanding performance among all interns.

Featured Projects

Kathanam - Smart Learning

AI-based sign language translator integrating ISL & ASL with Gujarati/Hindi/English; real-time accessibility via text↔sign & speech↔sign; bridging communication for the speech-impaired, hearing-impaired, and neurodivergent community.

NLP TensorFlow OpenCV SQL
View Code

Sports Motion Analysis

YOLO + MediaPipe tool to assess basketball shooting & badminton strokes; improved technique adherence by ~20% in programs.

Computer Vision YOLO MediaPipe
View Code

Surface Defect Detection

CNN + OpenCV to detect defects on robot-painted surfaces; improved defect classification accuracy by ~35%.

Deep Learning CNN OpenCV SQLite
View Code

Personalized Treatment Recommendation

FNN + LSTM hybrid modeling on multi-modal medical data for tailored therapies; ~20% improvement in outcomes (simulation).

Healthcare AI LSTM FNN SQL
View Code

FinTrack: AI-Powered Finance 🚀

A full-stack platform focused on Generative AI for financial advice. Features include AI Smart Import, Investment Advice, and automated Budget Allocation; built with scalability and real-time data.

Generative AI Python Data Science Genkit
View Code

Intel Unnati: Adaptive AI Quiz 🧠

AI-powered educational game using Generative AI (T5) for dynamic quiz generation and XGBoost/SVD for adaptive difficulty and personalized recommendations, enhancing student engagement.

Generative AI Adaptive ML Next.js/Flask MongoDB
View Code

FinSim: AI Trading Simulator 📈

Algorithmic trading sandbox for predictive model backtesting and strategy refinement. Implements Explainable AI (XAI) to justify buy/sell signals based on time-series analysis and market sentiment.

Predictive Modeling Explainable AI (XAI) Time-Series
View Code

EcoSight: AI Climate Resilience 🌍

AI-Driven Predictive Analytics for Climate Resilience & Sustainability. Uses Generative AI to forecast localized risks (wildfires, floods) and employs XAI for transparency in mitigation strategies.

Predictive Analytics Generative AI Explainable AI (XAI)
View Code

Player Re-Identification ⚽

End-to-end player detection and re-identification on a single broadcast feed. Utilizes YOLOv11 for robust detection and custom IoU logic for consistent ID tracking despite occlusion and motion blur.

Deep Learning Computer Vision YOLOv11 Algorithm Dev
View Code

Fabric Defect Detection 🧵

Deep learning system for automated fabric defect classification (95%+ accuracy) and quality control in the textile industry. Deployed via a full-stack Flask web application with user authentication.

Deep Learning Computer Vision TensorFlow Flask SQLite
View Code

Virtual Store Assistant 🛍️

AR-enabled virtual assistant providing personalized product recommendations (ML-driven) and in-store navigation, blending online and offline retail experiences (Walmart Hackathon submission).

Recommender Systems Django Flask MySQL
View Code

Skill Radar: Data Visualization 🎯

Interactive dashboard for evidence-driven skill analysis. Developed the Python/FastAPI backend and SQLite database schema for visualizing performance trends and skill scores using radar charts and evidence panels.

Data Visualization Data Engineering Python FastAPI SQLite
View Code

Personal Finance Management System

Django-based finance app with AI-driven budgeting tips & dashboards (Seaborn/Matplotlib); helped 100+ users plan better.

Django Python Visualization
View Code

Samsung PRISM: Video Deep Learning

Engineered and optimized Deep Learning algorithms for video processing during a research internship, resulting in a 30% improvement in depth estimation accuracy.

Deep Learning Computer Vision TensorFlow/PyTorch
Research Contribution

Publications & Research

Awards & Hackathons

Performance-Based Scholarship

Top 1% of Students

Winner, MOZOHACK 6.0

1st Place (April 2025)

3rd Place, TechXcelerate

BITS Pilani (March 2025)

3rd Place, OSSOME HACKS

GitHub Community (March 2025)

Winner, SIH 2023

Top 30 Nationally

Finalist, Code Clash 4.0

Top 1% of 1000+ entries

Samsung PRISM Excellence Award

Outstanding Performance in SRIB Internship Program

Certifications

NPTEL Discipline Star

50+ Weeks of Distinction

NPTEL: Python for Data Science

Certified (Top 2%)

NPTEL: Introduction to Machine Learning

Certified (Top 5%)

NPTEL: Data Analytics with Python

Certified

NPTEL: Natural Language Processing (NLP)

Certified

NPTEL: Introduction to Large Language Models (LLMs)

Certified

NPTEL: Programming in Java

Certified

Coursera: IBM Python for Data Science, AI and Development

Certified

AWS Academy Graduate: Machine Learning Foundations

Certified

Oracle: Cloud Infrastructure Foundations Associate

Certified

MathWorks: Curve Fitting Onramp

Certified

Volunteer & Leadership

Rotary International - Club of Vapi (NGO)

Volunteer

Contact Me

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