Real-time football player and ball detection using YOLOv8 on live match footage. Tracks players, referees, and ball with team classification via K-Means color clustering on jersey pixels. Estimates player speed and distance covered using optical flow and perspective transformation into real-world coordinates.

Real-time body language classification from webcam using MediaPipe Holistic — extracting 543 facial and body pose landmarks per frame. Exported landmark coordinates as structured feature vectors, trained scikit-learn classifiers (Random Forest, SVM) for gesture and emotion posture recognition at 30 FPS.

Full-stack handwritten digit recognizer with a live HTML5 canvas draw interface. CNN trained on MNIST (98.7% accuracy) served via Flask REST API — returns top-5 class probabilities rendered as animated confidence bars. Preprocessing pipeline handles canvas-to-28×28 normalization in real time.

Regression pipeline predicting calories burned from biometric and workout features — age, BMI, exercise duration, heart rate, body temperature. XGBoost achieves low MAE (<5 kcal). Includes Seaborn correlation heatmaps, feature importance ranking, and an interactive prediction widget.

Hybrid recommendation engine combining content-based filtering on Spotify audio features (danceability, energy, valence, tempo, key) with collaborative SVD matrix factorization. Cosine similarity and KNN for item-to-item lookup. Generates personalized playlists from listening history with cold-start handling.

CNN image classifier for potato leaf disease detection (Early Blight, Late Blight, Healthy) trained on the PlantVillage dataset — achieving 97%+ accuracy. Full-stack deployment: React drag-and-drop frontend uploads leaf photos, FastAPI backend returns diagnosis with confidence scores and treatment recommendations.

Decentralized Electronic Health Records platform on Ethereum smart contracts — patient-controlled access permissions, immutable on-chain audit trails, and AES-encrypted medical records stored on IPFS. Ensures HIPAA-compliant data integrity across mobile cloud e-health systems with role-based key management.

Solidity DeFi banking contract on Ethereum with deposit, withdraw, transfer, and interest accrual. Reentrancy guard, access control via OpenZeppelin, and on-chain event emission for audits. Deployed on Goerli testnet with ethers.js + React frontend for MetaMask wallet interaction and transaction history.

End-to-end deep learning system for classifying skin lesions into 9 diagnostic categories using CNNs and Transfer Learning (VGG16). Trained on the ISIC Kaggle dataset (~2,239 images, balanced to ~5,850 via Augmentor), with an 80/10/10 train-val-test split. Multi-GPU training via TensorFlow Mirrored Strategy. Deployed as a Streamlit web app where users upload dermoscopic images and receive real-time class predictions with confidence scores.

End-to-end audioless speech recognition system that reads lip movements from video to transcribe spoken words. A spatiotemporal CNN processes individual frames for visual features while a Bi-LSTM captures temporal dependencies across the sequence. CTC (Connectionist Temporal Classification) loss enables alignment-free training on variable-length utterances — bridging computer vision and NLP without any audio input.

Automated pet emotion recognition system that classifies facial expressions of cats and dogs into Angry, Happy, Sad, and Other using an EfficientNet CNN backbone. Trained on the Kaggle Pets Facial Expression Dataset (~250 images/class) with an 80/10/10 split and ImageDataGenerator augmentation. Deployed via Streamlit — upload a pet photo and get real-time emotion prediction with confidence score.

End-to-end data analytics project analyzing the All India Consumer Price Index (Urban & Rural, base year 2010) to uncover inflation trends, regional variations, and consumer purchasing power shifts. Data loaded into IBM DB2 and processed in IBM Cognos Analytics — building interactive dashboards, multi-scene data stories, and crosstab reports. Embedded into a Flask web application via Cognos iframe integration for public access.