Mert Can Demir
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I build end-to-end machine learning systems — from raw data to deployed products.
01. Who Am I?
I'm a 4th-year Industrial Engineering student at Istanbul Technical University (ITU), with a completed B.Sc. in Shipbuilding & Ocean Engineering. I specialize in building production-ready ML systems with real business impact — from fuel efficiency forecasting for shipping fleets to customer booking prediction for airlines.
My edge? I combine strong domain knowledge in shipping and finance with hands-on ML engineering skills. I don't just build models — I deploy them, visualize them, and make them useful for real decisions.
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+End-to-End Projects
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Industry Domains
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CNN Accuracy
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AUC-ROC Score
02. Featured Projects
LLM-Powered Data Analysis Assistant
A conversational data analysis tool with multi-turn chat memory, dynamic Python code generation in a sandboxed environment, automated visualizations, and token-efficient context management.
View SourceEnd-to-End Flight Booking Prediction App
Full-stack ML application with a RESTful FastAPI backend, 10+ analytics charts, cohort analysis, and real-time prediction tracking. Solved 85/15 imbalance with SMOTE.
Pneumonia Detection via Deep Learning
Custom CNN model for early medical diagnosis assistance. Used data augmentation to solve class imbalance. Aligned with UN SDGs.
View SourceRFM-Based Customer Segmentation
RFM analysis on FLO e-commerce customer data. Segmented customers into Champions, Hibernating, and At Risk groups to derive targeted marketing strategies.
View SourceTesla Stock Forecasting
365-day stock price forecast using Facebook Prophet. Included volatility analysis, return analysis, and Moving Averages (MA10/MA50) for market sentiment.
View Source03. Experience
British Airways
Feb 2026 | RemoteData Science Job Simulation
Built a Random Forest Classifier to predict customer booking completions. Engineered features from 799 unique flight routes. Addressed class imbalance with SMOTE via iterative hyperparameter tuning.
QNB Türkiye
Jan 2026 – Feb 2026 | IstanbulBanking Intern
Completed intensive training in retail banking, corporate finance, and credit risk assessment. Collaborated in problem-solving sessions for banking challenges.
MSC Mediterranean Shipping Company
Aug 2025 – Sep 2025 | IstanbulData & Business Analyst Intern
Built a fuel efficiency time-series forecasting model using Python. Conducted SQL-based process analysis to identify cost bottlenecks and designed Tableau KPI dashboards.
04. Education & Training
Istanbul Technical University
Industrial Engineering (4th Year)
GPA: 3.07
Thesis: Reinforcement Learning-Based Automated Pricing System
Istanbul Technical University
B.Sc. Shipbuilding & Ocean Engineering
GPA: 3.24
Samsung Innovation Campus
Artificial Intelligence Trainee
Mastered ML, DL, NLP, and computer vision. Capstone: Pneumonia Detection Model.
ITU Continuing Education Center
Data Science Expertise Program
End-to-end data science workflows, ETL, Apache Spark, ML pipelines.
05. Technical Skills
Domain Expertise
Languages & Tools
ML & Data Science
Deployment & Visualization
Languages
06. Let's Work Together
Available for freelance data science projects
ML Model Development
Classification, regression, time series forecasting.
Data Analysis & Dashboards
EDA, interactive visualization, business reporting.
LLM & AI Integration
GPT-powered tools, chatbots, and generative solutions.