M.A. Thesis · Indiana University
Acoustic Phonetics
An acoustic study of F1/F2 formant transfer in L1 English learners of L2 Turkish, built with Praat and Audacity, advised by
Dr. Öner Özçelik. Continued today in Timbre.
Mole Analysis with Deep Adam Optimized Inception Network
Machine Learning · CNN·Team of 4
Convolutional neural network (InceptionV3 with Adam, built in TensorFlow and Keras) that sorts dermatoscopic skin lesion images into 7 diagnostic classes, 3 malignant and 4 benign, across the 10,015 image HAM10000 dataset. We benchmarked 9 architecture and optimizer combinations and tuned class weighting to prioritize melanoma recall, since false negatives are the most costly error. Deployed as a Streamlit web app.