Comprehensive Data Science & AI Project Portfolio

A curated collection of projects across Machine Learning, Deep Learning, Data Engineering, Data Analysis, and Cloud/MLOps.

This repository showcases end-to-end workflows, real-world datasets, deployment-ready pipelines, and reproducible best practices.

Each project folder contains a dedicated README with setup instructions, methodology, and results.

Built using modern tools and frameworks commonly used in industry:

Python • Scikit-Learn • TensorFlow
SQL • Kafka • Docker • Terraform
Flask • AWS • GCP

📍 Quick Navigation

• 🌟 Featured Projects
• 🤖 Machine Learning
• 🧠 Deep Learning
• ⚙️ Data Engineering
• 📊 Data Analysis
• 📘 Tutorials
• ☁️ Cloud & DevOps
• 🗺 Roadmap
• 🤝 Contributing

Featured Projects

A selection of the most impactful and advanced projects:

Project	Domain	Key Tools
Urban Sound Classification & Deployment	Audio AI	CNN, Optuna, Flask
Face Mask Detection (Real-Time)	Computer Vision	MobileNetV2, Transfer Learning
Urban Sound Research Project	Audio ML/DL	CNN, LSTM, A/B Testing
NBA Player Stats ETL Pipeline	Data Engineering	Web Scraping, MSSQL
Terraform Fundamentals	Cloud IaC	Terraform

Machine Learning Projects

View Machine Learning Projects

Project Name	Task	Prominent Techniques / Tools
Diabetes Classification	Classification	Baseline ML Pipeline
Heart Attack Prediction	Classification	End-to-End Workflow
Medical Cost Prediction	Regression	Optuna, SHAP
Melbourne House Price Prediction	Regression	Permutation Importance, SelectFromModel
Clustering Techniques	Clustering	Silhouette, Davies-Bouldin, K-Elbow
Airline Customer Satisfaction	Classification	Optuna, Feature Selection, SHAP
Forecasting USD-TRY Exchange Rates	Time Series	ARIMA, SARIMA, STL, Statistical Tests

Deep Learning Projects

View Deep Learning Projects (10)

Project Name	Task	Prominent Techniques / Tools
Face Mask Detection	Computer Vision	MobileNetV2, Transfer Learning
Gender Detection	Computer Vision	CNN, OpenCV
Email Spam Detection	NLP	Naive Bayes, SVM, WordCloud
Music Genre Classification	Audio Processing	Librosa, CNN/LSTM, Flask
ASL Recognition	Computer Vision	CNN, OpenCV
CIFAR-10 Deployment	Computer Vision	Augmentation, Flask
Sentiment & Spam Classification	NLP	LSTM, Flask, MySQL
Face Emotion Recognition	Computer Vision	FER2013, MySQL, Real-Time
Urban Sound Classification	Audio AI	Optuna, Flask Deployment
Urban Sound Research Project	ML + DL Audio	CNN, LSTM, A/B Testing

Data Engineering Projects

View Data Engineering Projects

Project Name	Task	Prominent Techniques / Tools
NBA Player Stats	ETL	Web Scraping, MSSQL, Logging
Real-Time & Batch Pipelines with Kafka	Streaming ETL	Kafka, PostgreSQL, Docker

Data Analysis Projects

I. Exploratory Data Analysis (EDA)

View EDA Projects

Project Name	Task	Prominent Techniques / Tools
Netflix Originals	Visualization	Simple EDA
Titanic	Feature Engineering	Survival Pattern Analysis
MovieLens	Visualization	Trend & Rating Analysis
Data Science Salary	Visualization	Job Market Insights
Heart Attack Analysis	In-depth EDA	Multivariate Exploration
HR Analytics	Preprocessing + EDA	End-to-End Data Cleaning
Glassdoor Jobs	Data Cleaning	Selenium + Plotly
Pokémon Dataset	Feature Engineering	Interactive Plotly Analysis
Auto EDA Benchmark	Benchmarking	AutoViz vs SweetViz vs Profiling

II. SQL Projects

View SQL Projects

Project Name	Level
Portfolio SQL Project	Beginner
Netflix SQL	Beginner
8 Weeks SQL Challenge	Intermediate–Advanced
Hackerrank SQL	Beginner–Intermediate

Tutorials

View Tutorials Collection

Tutorial	Focus
Librosa Audio Analysis	Audio Feature Extraction
15 Python Tips & Tricks	Efficient Python
Gentle Guide of Pandas	Data Manipulation
Complete Guide on NumPy	Numerical Computing
Mastering Cross-Validation	Model Evaluation
Ultimate Guide to Data Splitting	ML Workflow
Time Series Splitting Visualizations	Forecasting
SQL Tutorials	Querying & Optimization
Terraform Fundamentals	Infrastructure as Code
Mastering Docker	Containers & Deployment
Kubernetes Guide	DevOps Orchestration
Tutorial on Image Processing	Computer Vision & Image Processing Fundamentals

Cloud & DevOps

View Cloud & DevOps Projects

Project Name	Task	Tool
Terraform Fundamentals	IaC	Terraform
Mastering Docker	Containerization	Docker
Kubernetes Guide	Modern DevOps	Kubernetes

🗺 Roadmap

Planned expansions:

• Transformer-based NLP projects
• GANs and self-supervised learning use cases
• Spark + Kafka large-scale streaming pipelines
• Full MLOps deployment workflows (CI/CD + Kubernetes)
• Advanced interpretability methods (LIME, PDP, ICE, TreeSHAP)
• Distributed computing tutorials

🤝 Contributing

Contributions are welcome!

Feel free to:

• Open issues
• Submit pull requests
• Suggest new project ideas
• Improve documentation

📌 This repository is continuously growing as I expand my work across AI, ML engineering, and scalable deployment.