Data Analyst Professional | Google Certified Python Expert | Problem Solver | Data Visualizer
Thrilled to announce that I presented my cutting-edge research on Brain-Computer Interface for Emotion Classification at the Graduate Research Expo at Northeastern University! 🧠💻🔬 As an MS Data Analytics Scholar and Google Certified Python Expert, I had the privilege of showcasing my work alongside PhD candidates, engaging with brilliant minds in the field of neurotechnology and machine learning. My research introduces a novel Hybrid Ensemble Stacking Model (HESM) for EEG Classification, leveraging network analysis and advanced hyperparameter tuning techniques. Key innovations of our model: • Developed a computationally efficient HESM that outperforms traditional deep learning methods in EEG-based emotion classification • Implemented an adaptive sliding window approach to capture temporal dynamics in EEG signals • Utilized grid search and cross-validation for robust hyperparameter optimization • Integrated diverse base classifiers (SVM, Linear SVC, MLP, Logistic Regression) to enhance generalization and model interpretability Our HESM addresses critical challenges in BCI technology: - Individual variability in emotional EEG signatures - Complex, high-dimensional nature of EEG data - Real-time processing requirements for practical applications This research has significant implications for adaptive e-learning systems, potentially revolutionizing personalized education through emotion-aware content delivery. I'm grateful for the opportunity to contribute to the advancement of BCI technology and its real-world applications. Special thanks to my advisor, Prof. Sivarit Sultornsanee for their invaluable guidance. Excited to continue pushing the boundaries of EEG signal processing and emotion recognition! Let's connect if you're interested in neurotechnology, machine learning, or adaptive learning systems. Link to video presentation: https://lnkd.in/ehqKgKZs #GraduateResearch #BrainComputerInterface #MachineLearning #EEG #EmotionRecognition #HyperparameterTuning #EnsembleLearning #AdaptiveLearning #NeuroTech #DataScience #AI #NortheasternUniversity
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