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dagiteferi/README.md

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๐Ÿ‘จโ€๐Ÿ’ป About Me

I build AI systems that are reliable and trustworthy in production โ€” not just impressive in demos. The gap between a polished prototype and a dependable deployed system is where I do my best work.

  • ๐Ÿ”ฌ Domains: Finance ยท Healthcare ยท Education ยท Public Health
  • ๐ŸŒ Based in Addis Ababa, Ethiopia
  • ๐Ÿ“ซ Reach me: dagiteferi2011@gmail.com
  • ๐Ÿ’ฌ Ask me about Agentic AI ยท RAG Pipelines ยท Microservices
  • ๐Ÿš€ Currently building production-grade microservices in Go at InnoSphere Technologies


๐ŸŒฑ My Journey into Tech

journey gif

ย  It started with a single spark.


My journey into tech began when my ICT teacher first showed me how software shapes the digital world. That spark turned into obsession. In high school, I was already building websites โ€” teaching myself HTML, CSS, and JavaScript, then diving into React, Node.js, and Express.js on my own.

As my curiosity grew, so did my ambitions. I pushed deeper into backend engineering with MongoDB, MySQL, and Python โ€” and eventually into the world of AI and Machine Learning. Each project I built was more complex than the last: from simple web interfaces to fraud detection systems, medical data warehouses, and multi-agent AI pipelines.

Today, I bring together machine learning, backend engineering, and data pipelines to build scalable, human-centered systems that make a real difference โ€” in finance, healthcare, education, and public health.

"The gap between an impressive demo and dependable production AI is where the real work happens."


๐Ÿš€ What I Build

๐Ÿค–  Agentic AI Systems     โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ   LangGraph, CrewAI, OpenAI
โš™๏ธ  Backend Microservices  โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ   Go, FastAPI, gRPC, Kafka
๐Ÿง   ML & Data Pipelines    โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‘โ–‘โ–‘โ–‘โ–‘   Scikit-Learn, Pandas, YOLO
๐ŸŒ  Full-Stack Web Apps    โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‘โ–‘โ–‘โ–‘โ–‘โ–‘โ–‘   React, Node.js, PostgreSQL
โ˜๏ธ  DevOps & Infra         โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‘โ–‘โ–‘โ–‘โ–‘โ–‘โ–‘โ–‘   Docker, Nginx, CI/CD

๐Ÿ› ๏ธ Tech Stack

๐Ÿ Languages

โš™๏ธ Backend & Frameworks

๐Ÿ—„๏ธ Databases

โ˜๏ธ DevOps & Infrastructure

๐Ÿ› ๏ธ Tools & Environments

๐ŸŒ Web Technologies


๐Ÿค– AI ยท ML ยท Agentic Systems

LangGraph CrewAI OpenAI Scikit-Learn Pandas NumPy YOLO Jupyter


๐Ÿ—๏ธ Architecture & Data

Kafka gRPC VectorDB RAG Apache Iceberg DVC


๐Ÿ—๏ธ Architecture Expertise

Pattern Description
๐Ÿข Domain-Driven Design (DDD) Modeling complex business domains with bounded contexts
โšก Event-Driven Architecture (EDA) Kafka-based async microservices communication
๐Ÿง… Hexagonal / Clean Architecture Ports & adapters for testable, framework-agnostic code
๐Ÿ“ฎ CQRS + Outbox Pattern Reliable command/query separation with transactional messaging
๐Ÿค– RAG Pipelines Retrieval-Augmented Generation for context-aware LLM responses
๐Ÿ”— Agentic AI Systems Autonomous multi-agent orchestration with LangGraph & CrewAI

๐Ÿ“‚ Featured Projects

๐Ÿฅ‡ AI-Powered Disease Surveillance

1st Place ยท Harvard HSIL Hackathon 2026 ยท 60 Finalists

Multi-layer RAG-based AI agent for real-time outbreak detection, integrating fragmented health data from community, facility, and One Health sources. React + FastAPI + CrewAI + YOLO + Vision-Language Models โ€” shipped under 48-hour constraints.


๐ŸŽ“ AI Intelligent Learning & Assessment System

1,000+ Concurrent Users ยท LangGraph + Groq (Llama 3)

Adaptive learning platform with agentic tutoring engine, weak-topic detection, and adaptive question generation. Telegram-based exam interface (aiogram FSM) + CI/CD via Docker and GitHub Actions.

โ†’ View Project


๐Ÿ  AI House Rent Management Platform โ€” Graduation Project

โ‰ฅ94% Test Coverage ยท Multilingual AI ยท PostGIS Geospatial

5+ async FastAPI microservices with PostgreSQL + PostGIS. LangGraph autonomous agents (Gemini Flash) for property recommendations. Multilingual RAG chatbot in English and two Ethiopian languages with real-time transport cost via Gebeta Maps API.

โ†’ View Project


๐Ÿ’ณ End-to-End Credit Scoring Model

~40% reduction in default rates ยท 35% improved loan approval efficiency

ML-based credit risk assessment for a buy-now-pay-later (BNPL) service. Full EDA, feature engineering, model training, and REST API for production integration.

โ†’ View Project


๐Ÿ” Fraud Detection System โ€” 2nd Place, Kifiya Inspire Hackathon

83% Accuracy ยท 92% Precision ยท 71% Recall

Random Forest model for e-commerce fraud detection. Docker-containerized REST API with real-time Dash dashboards for monitoring and insights.

โ†’ View Project


๐Ÿฅ Medical Data Warehouse

20% reduction in manual categorization ยท 50% less deployment effort

Ethiopian medical data warehouse aggregating Telegram channels. YOLO-based object detection for automated categorization. FastAPI + CI/CD.

โ†’ View Project


๐Ÿ“– Amharic Bible Reader โ€” Browser Extension (Open Source)

Browser extension (React + TypeScript) delivering Amharic Bible verses via scheduled notifications and custom reading plans. FastAPI backend with optimized PostgreSQL and in-memory caching.

โ†’ View Project


๐Ÿ“Š GitHub Analytics




๐Ÿ Contribution Graph

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  1. ai-portfolio-platform ai-portfolio-platform Public

    This repository provides a complete solution, including a React frontend, a Python backend with advanced RAG capabilities, and a containerized infrastructure for seamless deployment.

    TypeScript 5

  2. Credit-scoring-model Credit-scoring-model Public

    Developing a comprehensive and effective credit scoring model for Bati Bank, leveraging data from an eCommerce platform to enable a buy-now-pay-later service for customers. This project involves unโ€ฆ

    Jupyter Notebook 8 1

  3. Ethiopian-Medical-DataWarehouse Ethiopian-Medical-DataWarehouse Public

    Building a data warehouse for Ethiopian medical businesses by scraping data from Telegram channels. The project integrates object detection using YOLO and provides CRUD operations via FastAPI to enโ€ฆ

    Jupyter Notebook 3

  4. fraud-detection-models fraud-detection-models Public

    This project aims to develop the detection of fraudulent transactions in e-commerce using advanced machine learning techniques.It involves data analysis, preprocessing, feature engineering, model bโ€ฆ

    Jupyter Notebook 4

  5. brent-price-change-analysis brent-price-change-analysis Public

    The aim of this project is to analyze Brent oil price fluctuations by detecting change points and identifying their causes using statistical modeling. This includes Bayesian methods, ARIMA, GARCH, โ€ฆ

    Jupyter Notebook 5