Deep Learning Based Drug Repurposing for Colorectal Cancer Treatment
2024
- Master's Dissertation in Deep Learning & Drug Repurposing.
- Engineered a deep learning pipeline for in silico drug repurposing, leveraging DeepPurpose framework.
- Trained and fine-tuned MPNN, CNN, and molecular fingerprint-based models for drug-target interaction prediction.
Python / PyTorch
GitHub Repository
NLP Sequence Classification for Abbreviation Detection
2024
- Developed an NLP sequence classification model using Bidirectional LSTM for detecting abbreviations and their corresponding long forms in scientific texts.
- Experimented with multiple word embedding techniques, including GloVe and FastText.
Python / PyTorch
GitHub Repository
Heart Murmur Detection from Phonocardiogram Recordings with Machine Learning
2024
- Designed and implemented an AI pipeline for detecting heart murmurs from phonocardiogram recordings using deep learning-based audio classification.
- Processed raw heart sound recordings by segmenting heartbeats and transforming them into Log-Mel spectrograms and STFT spectrograms for enhanced feature representation.
- Experimented with various architectures, including CNNs, RNNs, and regression-based models to compare and optimize performance.
Python / PyTorch
GitHub Repository
Crimson Moon - Retro-Style Metroidvania Game
2023
- Designed and developed a classic Metroidvania-style game inspired by Game Boy Advance-era Castlevania titles, created within a 5-day timeframe for the Interstellar Game Jam 5.
- Implemented core gameplay mechanics using Unity and C#, including player movement, combat systems, and enemy AI.
- Created pixel-art assets and integrated royalty-free music to evoke a nostalgic retro gaming experience.
C# / Unity
GitHub Repository
Play Here
FindIt 3D English Vocabulary Learning Game
2022
- University Capstone Project.
- Designed and developed an interactive 3D game aimed at enhancing English vocabulary acquisition for lower age groups.
- Implemented core game mechanics using C# in the Unity engine, focusing on user-friendly interfaces and responsive controls.
- Worked with 3D assets and click-to-move controls.
C# / Unity
GitHub Repository
Play Here
MathForest - Educational Mobile Game for Math Learning
2021
- Designed and developed an interactive mobile game aimed at enhancing arithmetic skills through engaging gameplay.
- Implemented core game mechanics using C# in the Unity engine, focusing on user-friendly interfaces and responsive controls.
- Optimized performance for mobile platforms, ensuring smooth gameplay across different aspect ratios.
C# / Unity
GitHub Repository
Play Here
Portfolio Website - efepekgoz.dev
2025
- Fully responsive and animated personal portfolio website built from scratch using HTML, CSS, and JavaScript.
- Includes interactive project carousel, sidebar navigation, and smooth section transitions.
- Designed and developed for showcasing education, experience, and projects in a clean modern layout.
HTML / CSS / JavaScript
GitHub Repository
DiyetApp - Diet and Calorie Tracker Mobile Application
2022
- University Capstone Project
- Designed and developed a cross-platform mobile app for Android and iOS to help users track daily calorie intake and manage dietary habits.
- Implemented meal logging, calorie calculation, and progress tracking features to promote healthy lifestyle choices.
C# / Unity
GitHub Repository