Name: Sahika Betul Yayli, MD
Type: User
Company: Turkcell Technology
Bio: ArtificiaI Intelligence & Machine Learning Engineer @Turkcell AI Team - Healthcare Solutions
https://medium.com/@sahika.betul
Location: Istanbul, Turkey
Blog: https://www.linkedin.com/in/%C5%9Fahika-bet%C3%BCl-yayl%C4%B1-md-b9a2819a/
Sahika Betul Yayli, MD's Projects
Udacity nanodegree program contents
π NATURAL LANGUAGE PROCESSING π A simulation of pipelines: from data manipulation, model training with grid search and flask web app π
π§ 3D MEDICAL IMAGE SEGMENTATION π§ FDA VALIDATION PLAN π§ Curate a dataset of brain MRIs, train a segmentation on a CNN, and integrate this into a clinical network to quantify hippocampal volume for Alzheimer's progression π§
β± TIME COMPLEXITY ANALYSIS β± Use Python to analyze and answer questions about the texts and calls contained in the dataset. Then, perform run time analysis of the solution and determine its efficiency β±
β DATA SCIENCE β Investigate the reason why some patients do not show up to their scheduled appointments and find the probability of missing the appointment β
π WEARABLES π Pulse rate estimation from PPG sensor data and 3D accelerometer data to avoid false high results from sudden movements π
πREINFORCEMENT LEARNINGπSolution of Taxi-v2 Task with Expected Sarsa methodπ
π DATA SCIENCE π Built a regression model that can predict the estimated hospitalization time for a patient and use this model to select/filter patients for the drug study π
π©ββοΈ 2D MEDICAL IMAGE CLASSIFICATION π©ββοΈ FDA SUBMISSION π©ββοΈ Analyze data from the NIH Chest X-ray Dataset and train a CNN to classify a given chest x-ray for the presence or absence of pneumonia π©ββοΈ
π RECOMMENDATION ENGINE π Putted my recommendation skills to use on real data from the IBM Watson Studio platform π
π A* SEARCH ALGORITHM π Build a route-planning algorithm -like the one used in Google Maps- to calculate the shortest path between two points on a map π
My personal repository
Findings from Stackoverflow 2017
π§ DATA SCIENCE π§ Understand what are the reasons that cause stroke to peoeple and see if we can succefully detect stroke on some features using ML technics π§