In the project Mobile Application for Parkinson Monitoring, the very beginning starting point for us was exhibiting a product that helps medical personnel and doctors to track and interpret the symptoms of a Parkinson patient better compared to old-fashioned order. For this purpose we did use EXLs3 branded inertial measurement units and a mobile application to control, parse and analyze the daily movement and trembling data of patients.

Songs, poems, books, movies, dialogues are just some examples of data found in a sequential form. Learning these sequences, more importantly, being able to generate these sequences is a difficult task. Recurrent neural network is a model which can create a dynamic internal state that withholds information about the data. A Long Short-Term Memory neural network is a more advanced architecture that can remember its ’experience’ for a very long time sequence, thus better adapt to the input. This research in-depth analyzes the structure of the LSTM neural network.

This project is about implementing adaptive indexing on environmental data. The goals of this project is understanding of database indexing, how to implement different indexing methods to databases, how query retrieval times vary in different methods and sizes.

This project aims at implementing a VST plugin that tracks the tempo of a musical piece in BPM (beats per minute) in real time, namely the RealTime Tempo Tracker plugin. The implementation of the RealTime Tempo Tracker plugin comes in two parts: onset detection and measuring the tempo using a Hidden Markov model based on onset data. The plugin takes some waveform as input via a microphone or a stereo mixer. Then Fast Fourier transform is applied on windows of the waveform to track the change of the power spectrum over time.

Music is an integral part of human life. We wanted to do a project on music, and we wanted to do something fun. In the first part of our senior project, we try to find the song that user records on his/her phone. We use Fast Fourier Transform, peak finding, hash generation and audio matching with the help of their fingerprints. Next semester, we are going to implement a system that can be used to change the instruments of Turkish Classical Music songs. We think it would be fun to change Kanun to Electric Guitar or Ney to Saxophone.