PROJECTS
Flagship case studies, applied engineering projects, focused technical builds, research foundations, and open-source work—described according to their current implementation evidence.
A / FEATURED CASE STUDIES
A production-oriented enterprise decision intelligence system for demand forecasting and inventory decision support across retail and distribution operations.
STACKPython · FastAPI · OpenAI · Pinecone · RAG · Multi-Agent Systems · XGBoost · Next.js · Kafka · Airflow · DockerA production-oriented machine learning system for detecting fraudulent financial transactions across the complete ML engineering lifecycle.
STACKPython · LightGBM · CatBoost · FastAPI · Docker · Kafka · Airflow · Prometheus · Grafana · pytestAn applied AI system exploring multimodal product understanding, retrieval, recommendation, evaluation, and production-oriented architecture.
STACKPython · PyTorch · Transformers · CLIP · TF-IDF · scikit-learn · pytest · RetailRocket · Amazon Berkeley ObjectsB / APPLIED ENGINEERING PROJECTS
Built a reproducible IMDb sentiment workflow that compares TF-IDF Logistic Regression with a 1D CNN and serves the selected Logistic Regression artifacts through a tested FastAPI API.
STACKPython · FastAPI · scikit-learn · TensorFlow · pytest · Docker · GitHub ActionsBuilt a compact CNN workflow with deterministic CIFAR-10 subsets, tracked evaluation artifacts, validated model loading, Gradio inference, Docker packaging, and automated checks.
STACKPython · TensorFlow/Keras · NumPy · Gradio · pytest · Docker · GitHub ActionsDocumented and implemented a containerized FastAPI deployment lab covering ECR image delivery, ECS/Fargate orchestration, IAM-based S3 access, CloudWatch logging and alarms, SNS notification, and ECS task replacement.
STACKPython · FastAPI · Docker · Amazon ECR · ECS/Fargate · IAM · S3 · CloudWatch · SNSBuilt a terminal-based LangChain agent with automatic tool selection, session-specific PostgreSQL conversation history, restart restoration, context trimming, and Docker Compose database setup.
STACKPython · LangChain · OpenAI · PostgreSQL · Psycopg · Docker ComposeC / ADDITIONAL TECHNICAL PROJECTS
Built a CPU-oriented TinyLlama CLI that combines deterministic local tools with model fallback, bounded conversation history, and fake-based automated tests.
STACKPython · PyTorch · Transformers · TinyLlama · pytestBuilt a framework-free CLI that routes arithmetic, time, and project requests to deterministic tools and uses the OpenAI Responses API for general prompts.
STACKPython · OpenAI Responses API · AST-based tools · pytestCreated an importable n8n chat workflow combining an OpenAI model, short-term session memory, calculator-tool selection, intermediate steps, and a sanitized public export.
STACKn8n · OpenAI · LangChain nodes · JSON · PythonDeveloped an executed notebook workflow comparing Logistic Regression and Random Forest models with data cleaning, feature preprocessing, threshold analysis, tuning, and model-export code.
STACKPython · Pandas · NumPy · scikit-learn · Matplotlib · Seaborn · JupyterDeveloped an MBA research framework connecting marketing-conversion analysis with churn modeling, threshold evaluation, cross-validation, and SHAP-based interpretation.
STACKPython · Pandas · scikit-learn · XGBoost · SHAP · JupyterD / RESEARCH & EXPERIMENTAL AI
RESEARCH AND ENGINEERING FOUNDATION · IN PROGRESS
A research-oriented foundation for reproducible text-based biomedical QA and medical image-text QA using PubMedQA and SLAKE, with current work centred on data validation, provenance, unified schemas, testing, and safety-aware design.
This project is for research and educational engineering work only. It is not intended for diagnosis, treatment selection, prescription guidance, patient-specific medical advice, or autonomous clinical decisions.
E / OPEN-SOURCE WORK
INDEPENDENT OPEN-SOURCE FRAMEWORK
An independently created framework for real-data-first, baseline-driven, evidence-based, and production-aware AI/ML engineering work.