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portfolio
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projects
Enhanced Hospital Queue Management Using Monte Carlo Simulation and Statistical Analysis
Improved Accident Prediction Through Advanced Data Preprocessing in USA Accidents Dataset
Predicted Store Sales Using Time-Series Forecasting
Stabilized Image Synthesis Using Classifier-Guided Latent Diffusion
Fine-Tuning BERT for Customized Text Classification and Sentiment Analysis
Designed and Implemented an Extensive Relational Database for a Farmer’s Market
Optimized Repayment Scheduling Using GAMS and Gurobi
Applied Temporal Reasoning in POMDPs Using Viterbi Algorithm
Developed AI Agents for Little-Go Using Search and Reinforcement Learning
Optimized 3D Traveling Salesman Problem Using Genetic Algorithms
publications
Application of REDECA Framework to Improve Safety and Health of Agricultural Tractor Drivers
Published in medRxiv, 2024
Enhanced Prediction of Ventilator-Associated Pneumonia in Patients with Traumatic Brain Injury Using Advanced Machine Learning Techniques
Published in arXiv, 2024
Data-Driven Machine Learning Approaches for Predicting In-Hospital Sepsis Mortality
Published in arXiv, 2024
Optimizing Mortality Prediction for ICU Heart Failure Patients: Leveraging XGBoost and Advanced Machine Learning with the MIMIC-III Database
Published in arXiv, 2024
Advanced Predictive Modeling for Enhanced Mortality Prediction in ICU Stroke Patients Using Clinical Data
Published in arXiv, 2024
Effect of a Process Mining based Pre-processing Step in Prediction of the Critical Health Outcomes
Published in arXiv, 2024
Prediction of in-hospital Mortality for ICU Patients with Heart Failure
Published in Proceedings of the 51st International Conference on Computers and Industrial Engineering, 2024
Process Mining / Deep Learning Model to Predict Mortality in Coronary Artery Disease Patients
Published in Proceedings of the 51st International Conference on Computers and Industrial Engineering, 2024
Deep Learning Model Utilization for Mortality Prediction in Mechanically Ventilated ICU Patients
Published in Informatics in Medicine Unlocked, 2024
Prediction of 30-day mortality for ICU patients with Sepsis-3
Published in BMC Medical Informatics and Decision Making, 2024
Prediction of sepsis mortality in ICU patients using machine learning methods
Published in BMC Medical Informatics and Decision Making, 2024
A Machine Learning-Based Prediction of Hospital Mortality in Mechanically Ventilated ICU Patients
Published in PLoS one, 2024
talks
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teaching
Engineering Statistics
Undergraduate course, Sharif University of Technology, Department of Industrial Engineering, 2021
Statistical Quality Control
Undergraduate course, Sharif University of Technology, Department of Industrial Engineering, 2021
Operations Research II
Graduate course, Sharif University of Technology, Department of Industrial Engineering, 2021
Transportation Planning
Undergraduate course, Sharif University of Technology, Department of Industrial Engineering, 2021
Foundation of Computer Simulation
Graduate course, University of Southern California, Department of Industrial and Systems Engineering, 2022
Management Information Systems
Undergraduate course, University of Southern California, Department of Industrial and Systems Engineering, 2022
ISE 330 Introduction to Optimization
Undergraduate course, University of Southern California, Department of Industrial and Systems Engineering, 2023
ISE 530 Optimization Methods for Analytics
Graduate course, University of Southern California, Department of Industrial and Systems Engineering, 2024
ISE 330 Optimization
Undergraduate course, University of Southern California, Department of Industrial and Systems Engineering, 2024
ISE 612 Quantum Optimization Algorithms
Graduate course, University of Southern California, Department of Industrial and Systems Engineering, 2024