Muhammad Naufal Farabbi profile photo

Data Analyst | Machine Learning Engineer

Muhammad Naufal Farabbi

Turning complex data into clear insights and impactful products. I build practical analytics and AI solutions across safety, healthcare, public-sector intelligence, and digital experiences.

232K+

NLP records analyzed

27+

Portals automated in pipeline

5,000+

Comments processed for sentiment analysis

About Me

I am a Data Science graduate with strong proficiency in Python, SQL, and R, focused on turning complex datasets into actionable insights. My work spans computer vision, NLP, ensemble learning, and data automation across public services, healthcare, transportation safety, and digital products.

Alongside technical execution, I bring leadership and collaboration experience from academic communities and project teams. I care about practical outcomes, clean delivery, and solutions that are valuable to stakeholders.

Featured Projects

Suicidal Ideation Detection (NLP)

Problem: Early identification of suicidal ideation from large-scale social text data.

Stack: Python, Scikit-learn, TF-IDF, NLP

92.9% accuracy and 98.2% ROC-AUC on 232K Reddit posts.

Supports mental-health initiatives through early warning insights.

Read full case study

Liver Disease Prediction (Ensemble Learning)

Problem: Improve early prediction quality for liver disease cases.

Stack: Python, CatBoost, XGBoost, LightGBM, Random Forest, SVM, Logistic Regression

82.85% accuracy, 91.28% AUC, and 85.19% precision.

Improves diagnostic support and reduces misdiagnosis risks.

Read full case study

Driver Drowsiness Detection App

Problem: Prevent road accidents caused by driver fatigue.

Stack: TensorFlow, Mediapipe, GRU, Android Studio, Kotlin, TFLite

78% accuracy/precision/recall/F1 in real-time detection.

Delivers early warnings to improve rider safety.

Read full case study

INNOVA Multi-Portal News Aggregator

Problem: Manual news collection was slow and fragmented for analysis.

Stack: Python, Flask, SQLite, BeautifulSoup, Pandas

Automated ingestion from 27+ portals with structured exports.

Speeds up public-sector monitoring and insight generation.

Read full case study

Experience

IPDS Division Staff

Jul 2025 - Sep 2025

Badan Pusat Statistik (Brebes)

Built INNOVA desktop automation, published 3 official reports, and analyzed 5,000+ public comments.

Census Data Processing Staff

Sep 2025 - Nov 2025

Badan Pusat Statistik (Brebes)

Processed and validated resident/family data and map layers across 200 SLS units using QGIS and ArcGIS.

Part-Time Lab Assistant (Business Statistics)

Oct 2025 - Jan 2026

Telkom University Purwokerto

Delivered hands-on SPSS sessions and authored 8 practical modules for statistical reporting.

Part-Time Lab Assistant (Statistical Methods)

Oct 2023 - Jan 2024

Telkom University Purwokerto

Taught R and Minitab, developed 13 modules, and mentored 34 students in applied statistics.

Dashboard Analytics Competition Winner

Dec 2025

Data Slayer 3.0 (Favorite Champion Award)

Built an award-winning dashboard on Indonesia digital divide trends using CRISP-DM with prescriptive policy recommendations.

Skills

Python, R, SQL, Excel, SPSS, EViews

TensorFlow, Keras, PyTorch, NLP, Computer Vision, Ensemble Learning

Flask, Git, Docker, SQLite, Android Studio, Kotlin, TFLite

Google Cloud Run, API integration, data automation

Critical thinking, communication, leadership, teamwork

English (EPrT 532/677), Indonesian (native)

Education & Certifications

Telkom University Purwokerto

Bachelor of Data Science | GPA 3.90/4.00 | Oct 2022 - Jan 2026

Machine Learning Specialization

Stanford / DeepLearning.AI

TensorFlow Developer Specialization

DeepLearning.AI

Natural Language Processing in TensorFlow

DeepLearning.AI

Data Pipelines with TensorFlow Data Services

DeepLearning.AI

Machine Learning Cohort

Bangkit Academy

No link

Let's Connect

I am open to opportunities in Data Analytics, Machine Learning, and AI-driven product development.

Email: naufalfarrabi12@gmail.com

Phone: +62 821-3381-9601

LinkedIn: linkedin.com/in/muhammad-naufal-farabbi