Marcellus Geraldio Florenta

Undergraduate BINUS University Student | Software Engineer | ML/AI Engineer | IoT Project

I help innovative teams transform complex technical ideas into tangible solutions through full-stack software engineering, intelligent systems development (AI/ML), and integrated IoT prototyping.

As a proactive Computer Science student, I bring a unique blend of enthusiasm for big-picture ideas and the hands-on technical skills to execute them. I stay organized using tools like Notion and am fluent in the modern development ecosystem (Git, VS Code, Google Colab).

I have designed and built diverse end-to-end projects: from a Machine Learning career prediction website and Computer Vision models (using Roboflow) for traffic violation detection, to multiple functional IoT systems like smart watering and smart parking system. I continuously sharpen my skills through courses on Coursera, Dicoding, and Kaggle.

Skills

Programming Languages

Python
JavaScript
Kotlin
C/C++

AI/ML

Machine Learning
Deep Learning
Computer Vision
Natural Language Processing
Reinforcement Learning

Software/Hardware

Web Development
Mobile Development
Game Development
IoT Prototyping
Machine Learning

Tools

TensorFlow
TensorFlow
PyTorch
Keras
Keras
Git
Figma
Android Studio
Unity
Arduino
Arduino IDE
Flutter
Flutter
Google Colab
Colab
Roboflow
Roboflow
scikit-learn
scikit-learn
OpenCV
OpenCV
pandas
pandas
NumPy
NumPy

Projects

AI-Powered Image Recognition

AI-Powered Career Predictor

A full-stack web application designed to help Computer Science students and graduates discover the most suitable job roles based on their skills.

Natural Language Chatbot

IoT-Enabled Precision Watering System for Enhanced Plant Fertility

This is a functional prototype of a smart watering system that automatically maintains plant health with minimal human intervention.

ai-job-predictor

Titanic - Machine Learning from Disaster

Use machine learning to create a model that predicts which passengers survived the Titanic shipwreck.

ai-job-predictor

House Prices - Advanced Regression Techniques

Predict sales prices and practice feature engineering, RFs, and gradient boosting.

Certificates & Licenses

AI Fundamentals

Dicoding Indonesia

Issued 2025

AI Fundamentals Certificate

Getting Started with Python Programming

Dicoding Indonesia

Issued 2025

Python Programming Certificate

Intro to Machine Learning

Kaggle

Issued 2025

Machine Learning Certificate

Data Visualization Fundamentals

Dicoding Indonesia

Issued 2023

Data Visualization Certificate

EF SET English Certificate 61/100 (C1 Advanced)

EF SET

Issued 2025

EF SET Certificate

Experience

Public Marketing

HIMTI

2025 - Present

makes content