Skip to content
View themuhammedguler's full-sized avatar

Block or report themuhammedguler

Block user

Prevent this user from interacting with your repositories and sending you notifications. Learn more about blocking users.

You must be logged in to block users.

Content in all repositories owned by your account will be closed.
Maximum 250 characters. Please don’t include any personal information such as legal names or email addresses. This note will only be visible to you.
Report abuse

Contact GitHub support about this user’s behavior. Learn more about reporting abuse.

Report abuse
themuhammedguler/README.md

👨‍💻 About Me

Computer Engineer · AI & Machine Learning · Embedded Systems
📍 Istanbul, Turkey 🇹🇷

  • 🎓 Computer Engineering Graduate (B.Sc.) from Istanbul Health and Technology University (Full Scholarship)
  • 🚁 Former Embedded Software Intern at BAYKAR - Turkish UAV & Defense Technology Manufacturer
  • 🤖 Passionate about Artificial Intelligence, Deep Learning, and Computer Vision
  • 🔬 Published researcher in AI-powered medical applications (IEEE Conference Publication)
  • 🏅 Graduate of Data Science Program at Yapay Zeka ve Teknoloji Akademisi (YZTA) (Google & T3 Foundation Partnership)
  • 🎯 Specialized in Turkish NLP, sentiment analysis, and transformer models
  • 💡 Active in robotics and automation projects as IEEE ISTUN Student Club RAS Committee Chair
  • 🏆 TEKNOFEST Finalist with CodeSwaper educational platform startup

🛠️ Tech Stack & Skills

💻 Programming Languages

Python C++ C C# Java TypeScript SQL

🤖 AI, Machine Learning & MLOps

PyTorch TensorFlow scikit-learn XGBoost LightGBM CatBoost SHAP Optuna OpenCV Hugging Face Pandas NumPy Plotly

🧠 LLMs, GenAI & Agentic Systems

LangChain LangGraph FAISS Google Gemini OpenAI RAG

🌐 Web Frameworks & Full-Stack

FastAPI Streamlit Next.js React .NET

🐳 DevOps, CI/CD & Development Tools

Docker GitHub Actions Google Cloud Git GitHub Jupyter

⚡ Embedded Systems & IoT

STM32 Arduino Raspberry Pi ESP32


📊 GitHub Analytics

GitHub Stats Top Languages

Streak Stats

🏆 Featured Projects & Research

📈 BIST Trend Forecaster: AI-Powered Market Direction Platform

Machine learning (XGBoost) based trend prediction, technical analysis, TreeSHAP explainability, and MLOps decision support platform for BIST 30 stocks.

  • 🧠 Multi-model ML pipeline featuring walk-forward time-series validation & custom feature engineering
  • 🔍 Explainable AI via TreeSHAP providing transparent feature attribution and prediction confidence
  • 🧪 Production-grade architecture with 362 unit tests, automated CI/CD workflows, and interactive dashboards
    🔗 GitHub Repository | 🚀 Live Streamlit App | 🤗 Hugging Face Space

💬 BIST Financial Analyst: Hybrid RAG & LLM Decision Engine

Autonomous AI Financial Analyst assistant for BIST 100 stocks analyzing KAP public disclosures, balance sheets, and financial metrics.

  • ⚡ Hybrid RAG search: Dense vector retrieval (FAISS) combined with sparse lexical ranking (BM25)
  • 🤖 Powered by Google Gemini LLM for deep financial reasoning and balance sheet interpretation
  • 📊 Quantitative decision engine featuring financial ratio scoring, risk-adjusted sizing via Kelly Criterion, and REST API via FastAPI
    🔗 GitHub Repository | 🚀 Live Streamlit App

📱 MelanoTech: AI-Powered Melanoma Diagnosis

IEEE Published Research (IDAP 2024)
A mobile health application enabling early skin cancer detection using advanced AI technologies.

  • 🧬 Deep learning with attention mechanisms (CNNs)
  • 📈 GAN-based data augmentation (+5% model performance)
  • 🎯 Achieved 92% overall accuracy
    🔗 Read the Paper on IEEE Xplore | Authors: N. Tokatlı, Y. Bilmez, G. Göztepeli, M. Güler, F. Karan, H. Altun

🗣️ Turkish Sentiment Analysis with Transformer Models

Specialized NLP system addressing the challenges of agglutinative Turkish morphology.

  • Fine-tuned state-of-the-art transformer architectures: BERT, DistilBERT, and XLM-RoBERTa
  • Evaluated on real-world Turkish e-commerce customer review datasets for sentiment classification
    🔗 GitHub Repository

🔒 IoT-Enabled Smart Safe with Facial Recognition

Biometric IoT security solution built with edge hardware and intelligent verification.

  • Integrated ESP32-CAM with computer vision facial recognition algorithms
  • Designed an intuitive web interface for real-time alerts and remote device access

💼 Work Experience

🚁 Embedded Software Intern @ BAYKAR Tech

September 2023 – December 2023 | Istanbul, Türkiye

  • Developed automation solutions in C# .NET, delivering a 70% improvement in data analysis efficiency
  • Conducted technical research and delivered presentations across interdisciplinary engineering teams
  • Contributed to mission-critical software workflows in the aerospace & defense sector

🎓 Education

🏛️ Istanbul Health and Technology University

B.Sc. in Computer Engineering (Full Scholarship)
2021 – 2025 | Istanbul, Türkiye
🌐 University Website


🌐 Languages & 🎯 Hobbies

🗣️ Languages

  • 🇹🇷 Turkish — Native
  • 🇪🇳 English — Upper-Intermediate (B2)
  • 🇩🇪 German — Basic (A1)

🏊 Hobbies & Interests

  • 📚 Reading Historical & Scientific Literature
  • 🏊 Swimming
  • 🏋️ Fitness & Athletic Training

📜 Certifications & Achievements / Sertifikalar & Başarılar

🥇 2026 Sertifikaları & Eğitimleri (13 Sertifika)


Google Advanced Data Analytics Capstone

Google Advanced Data Analytics Capstone
🏛️ Google
Analyze Data to Answer Questions

Analyze Data to Answer Questions
🏛️ Google
Ask Questions to Make Data-Driven Decisions

Ask Questions to Make Data-Driven Decisions
🏛️ Google
Get Started with Python

Get Started with Python
🏛️ Google
Go Beyond the Numbers: Translate Data into Insights

Go Beyond the Numbers: Translate Data into Insights
🏛️ Google
Prepare Data for Exploration

Prepare Data for Exploration
🏛️ Google
Process Data from Dirty to Clean

Process Data from Dirty to Clean
🏛️ Google
Regression Analysis: Simplify Complex Data Relationships

Regression Analysis: Simplify Complex Data Relationships
🏛️ Google
The Nuts and Bolts of Machine Learning

The Nuts and Bolts of Machine Learning
🏛️ Google
The Power of Statistics

The Power of Statistics
🏛️ Google
Girişimciler İçin İnsan Kaynakları Eğitimi

Girişimciler İçin İnsan Kaynakları Eğitimi
🏛️ Yapay Zeka ve Teknoloji Akademisi (YZTA)
Girişimciler İçin Hukuk Eğitimi

Girişimciler İçin Hukuk Eğitimi
🏛️ Yapay Zeka ve Teknoloji Akademisi (YZTA)
Veri Bilimi Eğitim Programı Mezuniyet Belgesi

Veri Bilimi Eğitim Programı Mezuniyet Belgesi
🏛️ Yapay Zeka ve Teknoloji Akademisi (YZTA)

🥈 2025 Sertifikaları & Başarıları (13 Sertifika)


3rd International British Congress on Interdisciplinary Scientific Research & Practices

3rd International British Congress on Interdisciplinary Scientific Research & Practices
🏛️ British Congress
Generative AI Giriş Bootcamp & Yeni Nesil Proje Kampı

Generative AI Giriş Bootcamp & Yeni Nesil Proje Kampı
🏛️ Akbank
Foundations: Data, Data, Everywhere

Foundations: Data, Data, Everywhere
🏛️ Google
Google Cloud Core Infrastructure

Google Cloud Core Infrastructure
🏛️ Google Cloud
Üretken Yapay Zeka (GenAI)

Üretken Yapay Zeka (GenAI)
🏛️ Garanti BBVA
ChatGPT Kullanımı ve Prompt Mühendisliği

ChatGPT Kullanımı ve Prompt Mühendisliği
🏛️ Garanti BBVA
Temel Makine Öğrenmesi

Temel Makine Öğrenmesi
🏛️ Garanti BBVA
LLM ve Gerçek Etki

LLM ve Gerçek Etki
🏛️ TRAI · Ford Otosan · Vehbi Koç Vakfı
Machine Learning

Machine Learning
🏛️ Zero2End
Mikroservis Mimarileri

Mikroservis Mimarileri
🏛️ Taner Saydam
Su Altı Sistemleri ve Teknolojileri

Su Altı Sistemleri ve Teknolojileri
🏛️ T3 Vakfı
Girişimciler İçin Finans Eğitimi

Girişimciler İçin Finans Eğitimi
🏛️ Yapay Zeka ve Teknoloji Akademisi (YZTA)
Temel Girişimcilik Eğitimi

Temel Girişimcilik Eğitimi
🏛️ Yapay Zeka ve Teknoloji Akademisi (YZTA)

🥉 2024 Sertifikaları & Başarıları (2 Sertifika)


8th International AI & Data Processing Symposium (IDAP'24) - MelanoTech

8th International AI & Data Processing Symposium (IDAP'24) - MelanoTech
🏛️ IEEE / IDAP
Agile 101 Eğitimi

Agile 101 Eğitimi
🏛️ Softtech

🎖️ 2023 Sertifikaları & Başarıları (4 Sertifika)


Java Bootcamp

Java Bootcamp
🏛️ TÜBİTAK BİLGEM
Mikroservis Mimarileri Eğitimi (YTE Bootcamp 2023)

Mikroservis Mimarileri Eğitimi (YTE Bootcamp 2023)
🏛️ TÜBİTAK BİLGEM YTE
C# Programlama

C# Programlama
🏛️ BTK Akademi
TEKNOFEST Katılım Belgesi

TEKNOFEST Katılım Belgesi
🏛️ TEKNOFEST


📫 Let's Connect!


"Engineering intelligent systems at the intersection of Artificial Intelligence, Edge Computing, and real-world innovation."

Pinned Loading

  1. BIST-Trend-Forecaster BIST-Trend-Forecaster Public

    Borsa Istanbul (BIST 30) hisseleri icin makine ogrenmesi (XGBoost) tabanli yon tahmini, teknik analiz, TreeSHAP aciklanabilirlik ve MLOps karar destek platformu.

    Python 5 1

  2. Financial-Analyst-ChatBot-Project Financial-Analyst-ChatBot-Project Public

    AI Financial Analyst for BIST 100 stocks. Analyzes KAP reports & balance sheets with Hybrid Search (FAISS + BM25), Gemini 3.1 Flash, and Kelly Criterion decision engine.

    Python 5 1

  3. ai-tech-radar ai-tech-radar Public

    Python 4 1

  4. AlterLife AlterLife Public

    Python 3