The Cases
A selection of my most challenging missions across machine learning, data science, and web development
Sticker Sales Forecasting
- •Top 120 rank in Kaggle competition
- •Time series forecasting with ARIMA & Prophet
- •Feature engineering: sinusoidal & economic factors
- •EDA with 15+ visualization techniques
PythonScikit-learnPandasNumPyStreamlitMatplotlibSeabornPlotly
Real-time Sentiment Analysis Application
- •<10ms response time with ONNX optimization
- •React frontend + FastAPI backend
- •Transformer model inference optimization
- •Docker containerization + CI/CD pipeline
PythonFastAPIReactONNX RuntimeDockerCI/CD
RAG Institute: Hybrid Retrieval System
- •Neo4j graph DB for entity relations
- •Vector search for semantic similarity
- •LLM integration for document Q&A
- •Hybrid retrieval architecture
PythonLangChainNeo4jLlamaIndexDocker
Deep-Viz: Explainable AI Tool
- •SmoothGradCAM++ implementation
- •Integrated Gradients visualization
- •Interactive Streamlit dashboard
- •CNN model explainability analysis
PythonPyTorchCaptumStreamlit
Data Ingestion AWS
- •AWS Lambda + S3 + DynamoDB architecture
- •Terraform IaC deployment
- •LocalStack for local testing
- •Automated CSV processing pipeline
AWSTerraformHCLData Processing
Customer Profiling
- •K-Means & DBSCAN clustering algorithms
- •Customer segmentation analysis
- •Interactive Streamlit deployment
- •Real-time profiling dashboard
PythonMachine LearningClusteringKmeansDBSCAN
Used Car Price Prediction
- •End-to-end ML pipeline in Jupyter
- •Statistical modeling & regression analysis
- •Feature engineering & data preprocessing
- •Model evaluation & validation
PythonJupyter NotebookStatistical ModelingMachine Learning
SAR-Colorization
- •GAN-based image enhancement
- •Multispectral image processing
- •MIT Licensed framework
- •Computer vision pipeline
PythonGANComputer Vision
Facial Reconstruction
- •CV-based facial reconstruction
- •ML model implementation
- •Image processing algorithms
- •Deep learning techniques
PythonComputer VisionMachine LearningFacial Reconstruction
Spam Detection System
- •Flask web app with PyTorch NLP
- •NLTK integration for text processing
- •GitHub Actions CI/CD pipeline
- •Real-time email classification
PythonPyTorchNLPFlaskCI/CD
Code-Relay 3.0
- •Real-time collaborative coding platform
- •TypeScript + React + Express.js stack
- •Led development at KGEC team
- •Multi-user synchronization
TypeScriptReactExpress.jsFull-Stack Development