Fajri O. Umar
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About Me

A data scientist who turns ambiguity into answers.

Data Scientist with over four years of experience developing machine learning models, building data pipelines, and delivering data-driven insights. Master's graduate in Mechanical Engineering from University of Indonesia with strong analytical and problem-solving foundations.

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Years Experience
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ML Models / Year
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Projects Delivered
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Master's GPA
Education
Master's in Mechanical Engineering
University of Indonesia · 2019–2021
What Makes Me Different

Skills that set me apart from AI.

& continuous learning . . .
Career Journey

Where I've made an impact.

Toolbox

Technologies I work with daily.

Selected Work

15 projects, one common thread: solving real problems.

Credentials

Certified & continuously learning.

Let's Connect

Got a problem worth solving? Let's talk.

Open to new roles, collaborations, and interesting data problems . I usually reply within a day.

Dian_zexion@yahoo.co.id

Fajri Octadiansyah Umar

Data Scientist & AI Engineer
Bekasi, Indonesia  |  Dian_zexion@yahoo.co.id  |  linkedin.com/in/fajriocta  |  github.com/Fajriocta

Profile

Data Scientist with over four years of experience developing machine learning models, building data pipelines, and delivering data-driven insights. Master's graduate in Mechanical Engineering from University of Indonesia with strong analytical and problem-solving foundations. Proficient in Python, SQL, MATLAB, PostgreSQL, Dataiku, Tableau, Looker, and various AI/ML frameworks, continuously expanding expertise to contribute to scalable and impactful data solutions.

Education

Master's Degree in Mechanical Engineering, University of Indonesia 2019 – 2021

Working Experiences

Data Scientist Supervisor, Pyridam Farma
October, 2025 – Present
Data Scientist, All Data International
May, 2022 – October, 2025
Learning Content Developer, MatchUp Skills  ·  Freelance
April, 2025 – October, 2025
Assistant Tutor – Data Science, Rakamin Academy  ·  Part-time · Remote
September, 2023 – February, 2024

Skills

Languages: Python, C, SQL, MATLAB

Databases & BI: PostgreSQL, DBeaver, Tableau, Looker, ChromaDB

Platforms & Tools: Dataiku, Docker, n8n, Streamlit

AI / ML: Machine Learning, Deep Learning, RAG Systems, LLM Integration, Gemini API, Claude, MLflow

Human Languages: Bahasa Indonesia (Native), English (Professional Working Proficiency)

Projects

Dashboard Balanced Scorecard
Designed data pipelines and built dashboards for KPI tracking and employee performance metrics, supporting data-driven decision-making across the organization.
Optimization Scheduler
Developed and implemented scheduling algorithms for the energy industry, with a focus on renewable energy resource optimization.
Dashboard 360
Internal product involving end-to-end ETL processes to create comprehensive business dashboards with unified data views across departments.
GenAI Internal Product
Developed AI-powered solutions to assist internal teams with various tasks, integrating generative AI capabilities into existing business workflows.
Anti-Fraud Prediction
Cleaned financial data and developed machine learning algorithms to detect and predict fraudulent activity, improving transaction security.
ChatBot AI — Marketing
Built an AI-powered product for the marketing team covering KOL placement recommendations and campaign strategy suggestions.
Korean Product Crawling & Viz
Scraped product data from Coupang and OliveYoung and built visual analytics to surface trending products and market insights.
Credit Scoring
Prepared and processed financial datasets and designed machine learning algorithms to evaluate and predict credit risk for lending decisions.
Recommendation System
Self-initiated project to design and implement recommendation algorithms, exploring collaborative and content-based filtering approaches.
To-Do List Web App
A web-based to-do list application with a built-in mood tracker and productivity insights — built with pure HTML, CSS, and JavaScript, zero frameworks or dependencies.
Legal-AI
Built an AI-powered tool to assist in analyzing Non-Disclosure Agreements (NDAs) submitted by users, based on Indonesian law — including clause-level risk scoring (High/Low Risk) and references to applicable Indonesian legal regulations.
PDF Data Crawling AMF
Extracted financial data from info-financiere.gouv.fr, applied data transformation pipelines, and exported the results as CSV — with support for daily automated ingestion or targeted date-specific extraction.
Face Recognition Attendance
A CNN-based face recognition system for employee attendance that automatically identifies individuals from photos and records attendance via REST API.
News Sentiment Classifier
Built an automated pipeline using n8n to analyze and classify incoming news articles by category and sentiment, powered by Gemini API for natural language understanding.
Cleansing Data CRM Advance
Built a data cleansing pipeline for CRM records combining NLP, regex pattern matching, and TF-IDF similarity scoring to standardize and correct messy string fields — raised substitution accuracy from 20% to 64%.

Certifications

MLOps Practitioner
Dataiku
October, 2023
Advanced Designer
Dataiku
October, 2023
Developer Dataiku
Dataiku
October, 2023
ML Practitioner
Dataiku
October, 2023
Core Designer
Dataiku
October, 2023
Python Dev
Kaggle
November, 2023