Fahmi Alfayadh

Learning Everything
required

AI Engineering student at ITS · Specializing in Applied ML & LLM Tooling

I learn by building — every project here started as curiosity about how something works. Right now I'm deep into Natural Language Processing, figuring out how machines make sense of human language.

Current Focus NLP · Language Models
Core Tooling Python · Scikit-learn · PyTorch
University ITS — AI Engineering

Project

All Projects

Historical Pattern - The repeat pattern of history

ML • Time Series

Time-series exploratory analysis evaluating multi-decade historical cycles and geopolitical shifts to identify recurring structural patterns.

View Details kaggle

EDA and Tsunami Prediction

ML • Scikit-learn

Seismic classification pipeline utilizing Gradient Boosting (GBM) on historical earthquake datasets, achieving 93% classification accuracy in predicting tsunami occurrences based on magnitude, focal depth, and epicenter coordinates.

View Details kaggle

X-Ray Classification

ML • PyTorch

Two-stage hierarchical PyTorch classification pipeline across 5 pulmonary conditions. Isolates normal vs. pathological scans in Stage 1, then mitigates fine-grained cross-entropy confusion between visually adjacent conditions in Stage 2.

View Details kaggle

Relationship Conflict Resolution

AI • Prompt Architecture

Structured LLM agent architecture featuring a 21-protocol cognitive mediation state machine. Implements deterministic communication arbitration, de-escalation heuristics, and strict anti-sycophancy validation without adopting user bias.

View Source github

Serverless Edge RAG Portfolio Chatbot

AI • Edge Computing

A lightweight serverless chatbot that answers questions about this portfolio. Instead of using complex vector databases, it uses a zero-dependency local keyword matching algorithm in Vanilla JS, combined with dynamic live-fetching of GitHub READMEs for project context.

Gym Tracker MCP Server

AI • MCP • Python

Python-based Model Context Protocol (MCP) server bridging AI assistants with Gym Tracker web app via REST API. Features 31 MCP tools, multi-user sessions, auto-relogin, and deployment on Hugging Face Spaces.

View Source github

myITS Classroom MCP Server

AI • MCP • Python

Python-based Model Context Protocol (MCP) server that reverse-engineers myITS Classroom (classroom.its.ac.id) to provide 11 tools for AI assistants to read courses, materials, deadlines, assignments, grades, and download files via MoodleSession authentication.

View Source github

Vela Personal AI Ecosystem

AI • Ecosystem • Python

AI-powered Personal Command Center. Blending a real-time visual life dashboard—spanning from health tracking to academic metrics—with autonomous multi-persona assistants. Engineered for seamless interaction via Web and WhatsApp, complete with daily automation and proactive reminders.

personal superapp
App Ecosystem

Asymptra Labs

Data-driven experimental platform with continuous prototyping

Asymptra Labs Icon

Asymptra Labs

Data-driven experimental platform with continuous prototyping and deployment.

MahaStroke MahaConvert MahaInsight SiBudget PetaSight
Explore Asymptra

Licenses & Certificates

Some of my proudest recognitions and learning achievements.

AI Fundamentals Certificate
Machine Learning / AI Fundamentals — Dicoding
Technopreneur Certificate
Technopreneur — UNPAD
Transformer for NLP Certificate
Transformer for NLP — Linkedin Learning
AI Development Certificate
AI Development — Udemy
Penerapan Data Science dengan Microsoft Fabric Certificate
Penerapan Data Science dengan Microsoft Fabric — Microsoft Learn
Astronomy National Olympiad
Astronomy National Olympiad — OSNK
Make agentic ai using crew ai Certificate
Make agentic ai using crew ai — Linkedin Learning
Datathon 2026 Workshop — How to win a data science competition Certificate
Datathon 2026 Workshop — How to win a data science competition

Contribution Graph

Last 365 days
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Tech Stack

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New Repos

Skills

Python Python
PyTorch PyTorch
Scikit-learn Scikit-learn
LLM & Prompt Engineering LLM & Prompt Engineering
Model Context Protocol (MCP)
Model Deployment & Spaces
Data Analysis Data Analysis
Pandas Pandas
NumPy NumPy
Git Git
HTML/CSS HTML / CSS

Experience

Some of my academic, organizational, and technical experiences.

Elite TC Champions

May 2026 — Present

Volunteer

Listing and finding competitions, helping students find teammates, searching mentors for Students, and handling campus reimbursements.

AI Engineering Student

Focusing on deep learning, computer vision, and scalable AI systems.

Yayasan Al Fityan

Jul 2022 — May 2025

Head of Media Division ROHIS AFISME

Feb 2024 — Feb 2025

Led media strategies and content creation for student organization.

Programmer Club

Jul 2023 — Jul 2024
HTMLPascalBootstrap

Event Operator & Logo Designer

Oct 2023 — Nov 2023

Designed visual identities and managed technical operations for events.

Scientific Paper Club

Jan 2023 — Jul 2023

Conducted research and authored scientific papers.

Let's align our constellations.

Have a vision? I'm ready to help you bring it to life. I'm always open to discussing new projects, creative ideas, or opportunities to be part of your visions.

fahmialfayadh@outlook.com
Surabaya, Indonesia
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