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nlztrk/README.md

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)

Pinned

  1. ml-dockers ml-dockers Public

    Dockerfile 13

  2. Learning-Equality-Curriculum-Recommendations Learning-Equality-Curriculum-Recommendations Public

    Jupyter Notebook 9

  3. OTTO-Multi-Objective-Recommender-System OTTO-Multi-Objective-Recommender-System Public

    Jupyter Notebook 12 1

  4. L2-Regulasyon/Teknofest2022 L2-Regulasyon/Teknofest2022 Public

    #Acıkhack2022TDDİ

    Jupyter Notebook 6 1

  5. turkey_wildfire_prediction turkey_wildfire_prediction Public

    Jupyter Notebook 3 1

  6. ITU-CE-MSc ITU-CE-MSc Public

    Jupyter Notebook 5 2