SHARINI JAYABAL

Unmanned Aerial Vehicle (UAV) Detection System - The US Air Force, #YOLOv5 #Object Detection  

• Reduced manual inspection time and helped enhance the security capabilities of the US Air Force by building a real-time drone detection and monitoring system (funded project). 

 Real-time Speech Emotion Recognition for Autism children, #Social media data #NLP #HPC 

• Built a ResNet-based neural network for audio classification and to predict emotions. 

• HPC clusters were utilized for parallelized model training.  

Lending Club – Loan Default Prediction, #Predictive modeling #Machine Learning  

• Extracted, Pre-processed, and manipulated raw data from Lending club. Built Predictive Models such as Logistic Elastic net,  Random Forest & SVM. A user-friendly Power BI dashboard was created to check Loan status. 

Netflix - A Movie Recommendation System, #Machine Learning #Recommendation engine  

• Implemented a hybrid recommendation system using Collaborative filtering and Pearson’s R correlation for suggesting  movies for users based on prior user ratings. Achieved recommendations identifying pairs using Jaccard similarity.  

Credit Card Fraud Detection, #Anomaly Detection #Neural network  

• Used SMOTE to overcome class imbalance and PCA & SVD to reduce feature dimensions. Trained and tested using  Random Forest, XGBT, Neural network models with 98% accuracy.  

Real-time Golf Pose Correction, #Human Motion #Pose estimation  

• Combined MediaPipe and ZED cameras for precise real-time golf pose correction, capturing crucial body data to boost  performance through immediate feedback on posture and swing mechanics.

Amazon’s Data Structures certification || Google Data Analytics certification || Computer Vision and Image tools certification.