Vehicular Distance Detection
Detected vehicles using a Car/Not-Car classifier with heatmap. Calculated inter-vehicle distance using YAD2K (90% Keras / 10% TensorFlow YOLO_v2 implementation).
Portfolio
Data Science Projects
A curated collection of ML, DL and AI projects across diverse domains. More projects being open-sourced - stay tuned!
Major Research Breakdown
AutoClimDS: Agentic AI for Climate Science
Published @ IEEE Conference on Artificial Intelligence (CAI) 2026; Barcelona, Spain
AutoClimDS represents a high-complexity breakthrough in autonomous climate intelligence, bridging the gap between fragmented petabyte-scale repositories and actionable scientific discovery. By architecting a machine-interpretable Climate Knowledge Graph that unifies NASA, NOAA, and CMIP6 repositories, the system empowers a multi-agent ensemble to navigate the entire research lifecycle - autonomously reproducing complex, peer-reviewed scientific figures from natural-language instructions alone.
Explore More Exciting Projects Below
Recipe Generator
Recommended ingredients and recipes from a food image. One network identifies ingredients; another devises a recipe. Trained on the Food-101 dataset inspired by Facebook AI research.
Quora Question Pair Similarity
Identified duplicate questions on Quora. Advanced NLP feature extraction, EDA, fuzzy features, Logistic Regression, Linear SVM with hyperparameter tuning, and WordCloud generation.
Netflix Movie Recommendation System
Predicted user film ratings minimising RMSE. Used sparse matrix, user similarity matrix, dimensionality reduction and Matrix Factorisation techniques.
Heart Disease Prediction
Predicted heart disease from the Cleveland Database (14 attributes). EDA, Decision Tree, Random Forest, Naïve Bayes, KNN comparison with Precision, Recall, F-score.
Image Segmentation
Semantic segmentation using a convolutional Encoder-Decoder architecture (VGG-16 encoder). Decoder mirrors encoder layers with data augmentation.
Human Activity Recognizer
Predicted human activities (Walking, Sitting, Standing, Laying) from smartphone accelerometer and gyroscope sensor data using Logistic Regression, Decision Tree and Random Forest.
Mathematics Equation Solver
Solved mathematical equations from images. Collected operators, combined with MNIST in HDF5 format. Used Caffe, TensorFlow and an Abstract Syntax Tree to evaluate results.
Malware Detection Analysis
Predicted probability of datapoints belonging to 9 malware classes. EDA, feature extraction, multivariate analysis, KNN, Logistic Regression, Random Forest, XGBoost with RandomSearch tuning.
HR Employee Attrition Analysis
Analysed factors leading to employee attrition. EDA, feature selection, SMOTE, ANN predictions with One-Hot Encoding, evaluating Precision and related metrics.
Classifying Song Genres
Classified songs as Hip-Hop or Rock using track features like energy, acousticness and tempo. Applied PCA, Logistic Regression, Decision Trees and resampling techniques.
Brand Logo Detector
Detected 32 brand logos (Adidas, Apple etc.) using Flickrlogos-32 dataset. Built a LeNet-5 network with edge detection, morphological processing and YOLOV2.
Detecting Alzheimer's Disease
Early Alzheimer's prediction using SVM, Logistic Regression and Naïve Bayes. Hyperparameters tuned via 5-fold CV with PCA feature selection and model ensembling.
OYO Rooms Data Analysis
Extracted unique users per month, calculated total bookings, amount spent and room nights stayed. Merged summarised datasets for comprehensive exploratory data analysis.
Payon - Banking Web App
Banking web application enabling seamless digital transactions: new account creation, unique account numbers, profile editing and inter-account money transfer. Database Management Systems project.
Interested in collaborating?
Have a project in mind or want to discuss ML ideas? I'm always open to exploring new challenges.