Atadan Icen

Ex-Jotform | Full-Stack Engineer & AI Engineer.

Selected Works & Impact

A collection of projects, tools, and experiments driven by curiosity and practical problem-solving — spanning independent products and open-source contributions.

Smart Academic Mate (SAM)

An intelligent tutoring SaaS that transforms rote memorization into question-driven learning using vision-based RAG. (Under development)

Built a full-stack vision-based RAG SaaS as a solo founder
Designed a scalable document ingestion and indexing pipeline
Improved retrieval quality using agentic RAG techniques

Next.jsConvexLanceDBFastAPIRAGLangChain

AI Travel Planner

An AI-powered travel planner using multi-agent orchestration to generate personalized travel plans.

Implemented AI agent orchestration using CrewAI
Deployed Ollama with an open-source LLM (OpenHermes)
Built an interactive Streamlit UI

PythonCrewAIOllamaStreamlit

Realistic Photo Generator

A personalized image generation system that creates realistic photos using user faces.

Integrated Stable Diffusion with IP-Adapter for face conditioning
Built a high-performance FastAPI backend
Designed a user-friendly Streamlit interface

PythonStable DiffusionFastAPIStreamlit

Near Earth Observation

A data exploration app that simplifies NASA’s Near-Earth Object (NEO) API, enabling users to analyze asteroid flybys over extended date ranges.

Bypassed the NASA NEO API’s 7-day limit to enable up to 31 days of asteroid data analysis
Implemented sortable tables and CSV export for data-driven research and analysis
Built an intuitive Streamlit interface for quick exploration

PythonStreamlitNASA NEO APIPandas

Currency Minds

A lightweight currency converter and time-series visualization app using European Central Bank reference rates via the Frankfurter API.

Implemented real-time currency conversion using ECB-backed exchange rates refreshed daily
Built interactive time-series charts to analyze historical currency trends
Enabled CSV export of historical exchange rate data for offline analysis

PythonStreamlitFrankfurter APIPandas

Risky Form Detection System

A machine learning system designed to detect potentially malicious forms such as credit card theft and spam.

Developed a high-performance detection model using PyCaret and LightGBM
Achieved 98% F1 score and 97% precision in identifying risky forms
Reduced manual form review workload by 20%
Built a Bootstrap/PHP interface with a FastAPI backend
Designed a SQL database to track predictions and optimize retraining intervals

PythonPyCaretLightGBMFastAPISQLBootstrapPHP

Form Template Recommendation System

A semantic recommendation system that suggests similar form templates based on user intent.

Developed a recommendation system using SBERT embeddings
Identified semantically similar form templates with high accuracy
Mined large-scale form templates using Selenium
Built a responsive Bootstrap/PHP frontend with a FastAPI backend

PythonSBERTSeleniumFastAPIBootstrapPHP

Real-Time Trajectory Prediction System

A real-time system for predicting future object trajectories using computer vision.

Used YOLOv5 for object detection
Applied Kalman Filters for trajectory forecasting
Visualized predictions in real time with Streamlit

PythonPyTorchOpenCVStreamlit