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wh0isdeniz/README.md

Hey, I'm Deniz 👋

CS student @ PJATK, Warsaw — focused on AI & Data Science. Currently deep in ML/DL projects and organizing events with GDG PJATK.

  • 🔭 Curious about tech in general — currently spending most of my time on AI/ML
  • 🌱 Leading GDG PJATK — DevFest, workshops, meetups
  • 🧰 Python · Java · TensorFlow · scikit-learn · SQL
  • 📫 LinkedIn

A few things I've built

  • Bike-share demand forecasting — regression pipeline on 700K+ NYC CitiBike trips, tuned RF beat baseline by ~25%
  • Retail demand forecasting with PySpark — PySpark pipeline on 59M-row Walmart M5 data, GBT beat naive baseline by 20%
  • CIFAR-10: CNN vs ResNet — ResNet hit 90% test accuracy vs 79% for the plain CNN baseline
  • Stock price prediction with RNNs — benchmarked SimpleRNN/LSTM on AAPL prices; simplest model won on a trending asset
  • Vision Transformer vs CNN — built a ViT from scratch, matched CNN accuracy with ~32× fewer parameters
  • YOLOv8 fine-tuning — trained a custom object class (avocado, not in COCO) and benchmarked vs the base model

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  1. MIW_Labs_PJATK MIW_Labs_PJATK Public

    Projects / Homeworks for the class Knowledge Engineering Methods(MIW)

    Python 1

  2. MachineVision_WMA_Labs MachineVision_WMA_Labs Public

    Projects / Homeworks for the class Machine Vision (WMA)

    Python

  3. m5-forecasting-pyspark m5-forecasting-pyspark Public

    End-to-end retail demand forecasting on Walmart M5 dataset using PySpark and Databricks

    Jupyter Notebook

  4. Java-Swing-Pacman-Game Java-Swing-Pacman-Game Public

    A classic Pacman-inspired arcade game built with Java Swing, featuring animated sprites, multiple power-ups, ghost AI, and a high score system.

    Java

  5. PPY_Labs_PJATK PPY_Labs_PJATK Public

    Projects / Homeworks for the class Foundations of Python Programming(PPY)

    Python 1

  6. PSM_Labs_PJATK PSM_Labs_PJATK Public

    Projects / Homeworks for the class Foundations of Computer Simulations (PSM)

    Python 1