nlztrk / ytu-mechatronics-bsc

Hi there, I'm Anil! 👋

Senior Machine Learning Engineer, Computer Engineer MSc.

Currently working on Machine Learning, Deep Learning and Deep Reinforcement Learning.

Competitions

Global

• WiDS Datathon 2024 Challenge #1 - 8th / 670 (Top 1%) (Kaggle) [Mar 2024]
• Linking Writing Processes to Writing Quality - 23rd / 2256 (Top 1%) (Kaggle) (Github) [Jan 2024]
• Kaggle - LLM Science Exam - 17th / 2664 (Top 1%) (Kaggle) [Oct 2023]
• Image Matching Challenge 2023 - 39th / 494 (Top 8%) (Kaggle) (Github) [Jun 2023]
• Learning Equality - Curriculum Recommendations - 31st / 1057 (Top 3%) (Kaggle) (Github) [Mar 2023]
• OTTO – Multi-Objective Recommender System - 28th / 2587 (Top 2%) (Kaggle) (Github) [Feb 2023]
• Foursquare - Location Matching - 55th / 1079 (Top 6%) (Kaggle) [Jul 2022]
• H2O.ai Wildfire & Bushfire Challenge - 1st / 17 (Github) [Apr 2022]

Turkey

• Türkiye İş Bankası ML Challenge #5 - 1st / 284 (after presentations) (Kaggle) [Oct 2023]
• Shell Cashflow Datathon 2023 - 3rd / 72 (after presentations) (Kaggle) [Jun 2023]
• Migros Datathon - 3rd / 186 (Kaggle) [Dec 2022]
• GDZ’22 Datathon (Case-2) - 3d / 72 (after presentations) (Kaggle) [Sep 2022]
• Teknofest'22 - 1st (Github) [Sep 2022]
• Borusan Datathon - 1st / 84 (after presentations) (Kaggle) [Jul 2022]
• Anadolu Hayat Emeklilik Datathon - 1st / 114 (Kaggle) [May 2022]
• EnerjiSA Üretim Hackathon - Kaggle Phase - 1st / 128 (Kaggle) [May 2022]
• EnerjiSA Enerji Datathon - 1st / 207 (after presentations) (Kaggle) [Mar 2022]
• Doğuş Otomotiv Datathon - 5th / 52 (3rd / 15 among finalists from three different competitions after presentations) (Kaggle - Preprocessing) (Kaggle - Train & Inference) [Nov 2021]
• Türkiye İş Bankası ML Challenge #3 - 5th / 117 (Github) [Feb 2021]
• Anadolu Sigorta Datathon - 3rd / 36 (after presentations) (Github) [Dec 2020]

Patents

• Systems and methods for predicting remaining useful life in batteries and assets (Pt1 - Pt2 - Pt3 - Pt4 - Pt5 - Pt6) [2023 - USPTO]
• System and method For using artificial intelligence to detect lithium plating (Pt1 - Pt2) [2023 - USPTO]

Publications

• Monocular 3D Object Detection by Leveraging Self-Supervised Visual Pre-training (link) [2021 NeurIPS - ML4AD Workshop]
• Investigating Value of Curriculum Reinforcement Learningin Autonomous Driving Under Diverse Road and Weather Conditions (link) [2021 IEEE Intelligent Vehicles Symposium Workshops]
• Development of A Stochastic Traffic Environment with Generative Time-Series Models for Improving Generalization Capabilities of Autonomous Driving Agents (link) [2020 IEEE Intelligent Vehicles Symposium]

Research Repositories

• Estimating Revenue using in-app User Events (link)
• Building and Running GANs, SR-GANs and VAEs on Icons (link)
• Self-Diffusion on Graphs for Image Segmentation (link)
• Correlation Analysis of Graph Centrality Measures (link)
• Crime Network Analysis (link)
• Girvan-Newman Implementation for Highest Graph Modularity (link)

MSc. Course Projects

• Artificial Intelligence (Github)
• Machine Learning (Github)
• Deep Learning (Github)
• Deep Reinforcement Learning (Github)