To implement and enhance EEG disease classification with CM-Attention Mechanism using Deep CNN-Bi-LSTM

Python, TensorFlow, Keras, Deep CNN, BiLSTM, Attention Mechanism, NumPy, Pandas, OpenCV, PIL, Matplotlib

• Designed a new architecture of Deep CNN integrated with BiLSTM which has a customized mixed attention mechanism for classifying brain diseases from EEG-MRI images achieving 99.45% accuracy.
• Merged, resized, normalized, data augmented, and prepared two datasets found on Kaggle containing brain MRI images (over 5000 images) to improve generalization performance.
• Deep CNN was used to extract spatial features while Bi-LSTM captured temporal features. The attention layer improved relevant feature focus, thus enhancing classification accuracy.

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MedQuiz-Hub Game

HTML5, CSS, Bootstrap, JavaScript

• Created a tailored interactive medical quiz platform for a medical college professor using HTML, CSS, and JavaScript.
• Created a three-level immersion quiz system: Level 1 includes Multiple Choice Questions, Level 2 is a gamified Spin the Wheel, and Video-Based Question and Answering is Level 3.
• Developed step-by-step strategies to allow effortless movement and accessibility in every device and platform.

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Sign Language Detection using Machine Learning

Python, Machine Learning, TensorFlow, OpenCV, Deep Learning

• Developed a system for real-time sign language recognition using machine learning algorithms and video analysis.
• Enabled seamless translation between sign language and text/speech, bridging communication between sign language users and non-users.
• Aimed to close communication gaps and improve sign language accessibility across diverse contexts using advanced ML techniques.

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Attendance Management System using Web Development

HTML, CSS, JavaScript, PHP, MySQL, Web Development

• Designed and implemented a digital attendance management system to streamline tracking for organizations, especially educational institutions.
• Automated the process of recording student attendance based on their presence in class, maintained on a daily basis.
• Aimed to enhance organizational efficiency and performance by digitizing attendance management processes.

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