Portfolio / CV / Research

Building practical AI for finance, language, and public-impact systems.

I build AI systems across finance, NLP, computer vision, and public-impact data products. My background blends 10+ years of software and engineering experience with 4+ years focused on data science, MLOps, and data pipelines, plus 6+ years in teaching and research.

Addis Ababa, Ethiopia 4+ years in data science and mlops
Gashaw Demlew profile photo

Current Focus

AI systems that move from prototype to production.

GenAI assistants, MLOps pipelines, multilingual NLP, and high-trust decision support.

10+ Years of experience
4+ Years in data science and MLOps
6+ Years in teaching and research
21 Public projects highlighted

About

Engineering depth with research-driven execution.

Specialized in Python, MLOps, streaming/data pipelines, and AI deployment on AWS and Google Cloud.

Hands-on with LLMs, RAG systems, fine-tuning, multimodal AI, and multilingual interfaces.

Built production systems for financial services, business intelligence, healthcare, education, and operational automation.

Skills

Tools I reach for when the work needs to ship.

Machine Learning

Scikit-learnTensorFlowPyTorchTransformersSentencePiece

MLOps

KubeflowMLflowKServeSeldon CoreEvidentlyFeast

Data Engineering

AirflowKafkaSpark SQLPipelinesETLWarehousing

GenAI

RAGFine-tuningAgentic AIVLLMLangChainGoogle GenAI

Cloud and APIs

AWSGoogle CloudFastAPIDockerGitHub CI/CDPostgres

Languages

PythonJavaJavaScriptSQLNoSQL

Experience

Leadership, research, and production delivery across domains.

Jun 2025 - Present

Lead, Data and Insights Analyst

Kacha Digital Financial Service S.C.

Leads data strategy and analytics for financial products, combining ingestion, scoring, and decision support.

Aug 2024 - May 2025

Senior Data Scientist

Kifiya Financial Technology

Worked on alternative credit scoring, feature engineering, and production MLOps for collateral-free digital lending.

Dec 2022 - Sep 2024

Machine Learning Engineer

Qena Digital Lending, Kifiya Financial Technology

Built and deployed scoring systems, data pipelines, and monitoring workflows for lending products.

Apr 2020 - Dec 2022

Co-founder and Digital Trainer

Talent-shift Technology Hub

Led training, digital enablement, and hands-on engineering support for learners and early-stage teams.

Jul 2015 - Aug 2023

Lecturer and Researcher

Jimma University

Taught, researched, and mentored across computer science, AI, and data-driven systems.

Education

Formal training in computer science and data engineering.

Education

M.Sc. in Data and Web Engineering

Addis Ababa University

2016 - 2019

Education

B.Sc. in Computer Science

Jimma University

2012 - 2015

Projects

A curated set of public builds from deep learning to APIs.

Browse by focus area

Filter projects, inspect the count, and jump into the source.

21 projects

Spotlight

Personal Financial Management AI

An AI financial assistant for chat history, goals, budgets, transactions, and smarter money-management workflows.

Showing 21 of 21 projects Tip: use the chips to switch context quickly.

FINANCE

Personal Financial Management AI

Featured

An AI financial assistant for chat history, goals, budgets, transactions, and smarter money-management workflows.

financegenaiapi

GENAI

Ethio Smart Farming

Featured

A Retrieval-Augmented Generation system that collects Ethiopian agricultural policies, news, and research to answer stakeholder questions in natural language.

genaidataapi

FINANCE

Credit Scoring AI Agent

Selected

A multi-agent credit scoring system that evaluates MSME creditworthiness with API validation, real-time macroeconomic reasoning, and historical score comparison.

financegenaiapi

GENAI

GenAI Ethio Startup Business Advisory

Featured

A GenAI-powered startup validation platform for Ethiopian entrepreneurs, covering market potential, policy alignment, and actionable recommendations.

genaifinanceapi

FINANCE

Transaction SMS Extractor

Featured

Extracts transaction amount, balance, parties, and timestamps from Ethiopian banking and payment SMS messages.

financeapigenai

DATA

eTrade Scraper API

Featured

Scrapes Ethiopian eTrade business registration data by TIN and caches results for repeatable lookups.

dataapi

CV

AI Car Detection

Featured

FastAPI service that detects cars in uploaded images with YOLO and can return annotated outputs.

cvapi

CV

Merchandise Compliance Checker

Featured

Retail hanger compliance checker that validates shelf/product rules, annotates images, and returns structured results.

cvapi

NLP

AmharicTokenizer

Selected

SentencePiece-based tokenizer for Amharic text with a Streamlit interface and CSV export support.

nlpdataapi

NLP

Amharic Word2Vec Embedding

Selected

Word embedding work for Amharic language modeling and downstream semantic tasks.

nlpdata

NLP

Amharic Semantic Parser

Selected

Deep learning project for semantic parsing and language understanding in Amharic.

nlpgenaidata

NLP

Amharic Lexical Ambiguity Resolver

Selected

Uses word embeddings to disambiguate Amharic lexical meaning in context.

nlpdata

NLP

Amharic to English Transliterator

Selected

Transliterates Amharic and Tigrinya names into Latin script with cloud and local fallback modes.

nlpapi

DATA

ETH Business Category Standardize

Selected

Search and standardization service for Ethiopian business licensing categories and ESIC hierarchy.

dataapi

DATA

ETH Regions to Woredas

Selected

Python package for region, zone, and woreda lookup across Ethiopia's administrative hierarchy.

data

CV

Polio Image Classification API

Selected

Image classification service for poliovirus-related workflows and automated surveillance support.

cvapihealth

CV

CompareFace Simple Face Recognizer

Selected

Face comparison and recognition prototype for identity matching and similarity checks.

cv

CV

Abdominal Disease

Selected

Medical AI project for abdominal disease classification and diagnostic support.

cvhealth

DATA

ETH Malaria Case Prediction

Selected

Predictive modeling work for malaria case forecasting and public-health analysis in Ethiopia.

datahealth

API

On-Campus Real-Time Navigation Mobile App

Selected

Mobile app concept for campus navigation and real-time wayfinding experiences.

apidata

FINANCE

Audited Financial Statement Extractor

Selected

Financial OCR and extraction pipeline for turning audited statements into structured data.

financeapigenai

Research and Presence

Public profiles for publications and shared demos.

Contact

Let’s build something useful and production-ready.

Open to AI, data, MLOps, and applied engineering work.

Primary Email: gashudemman@gmail.com · Backup Email: gashudem26@hulun-ai.com · Phone: +251 941 199 455