Aydar Mynbay Email & Phone Number

Amsterdam, Nh, Nl

Markdown Optimization, Dynamic Pricing.

Delaware, United States

- Developed Deep Reinforcement Learning solver for Vehicle Routing Problem.- Developed ML model for reducing Map API calls.- Developed backend API for Transportation Management System. - Implemented meta heuristics algorithms for solving blackbox optimization problems. Formulated and implemented MILP for benchmarking.

Astana, Kazakhstan

- Developed ETL and training pipeline for recommendation system.- Implemented and tested various recommendation systems.

Seoul, South Korea

- Developed classification model and weakly supervised algorithm for object localization on users’ gameplay screenshots to assist with manual cheating review.- Developed cheater detection model for clean matchmaking. - Worked on logic design, data analysis and development of Behavior Tree based AI-bot for PUBG game. - Researched use of Natural Language Processing for applications in gaming industry. Implemented chat bot using GPT-2, text summarization using BERT and KoBERT.

Yuseong-Gu, Daejeon, Korea

-Worked on "Smart Construction" project, collaboration between Systems Intelligence Lab. (prof. Jinkyoo Park, Ph.D.) and Complex Stochastic and Service System Design Lab (prof. James R. Morrison, Ph.D.) Project was funded by Samsung Heavy Industries R&D Center.-Co-developed deep reinforcement learning algorithm for multi-agent reward collection and identical parallel machine scheduling problems. Results were submitted to ICML and iMSTF conferences. Received the bronze award in the “Academic papers” category at the iMSTF conference.-Research fields: Reinforcement Learning, Multi-agent Systems, Deep Learning, Graph Neural Networks, Markov Decision Process.

Yuseong-Gu, Daejeon, Korea

- Course title: IE332 Operations Research II- Stochastic Modeling. Major required course.- Topics covered: Probability and Statistics, Markov Chain, Renewal Theory, Queueing Theory.- Organized solving sessions for homework and exam problems, conducted office hours.