4th Year Physics & Astrophysics Student at Trinity College Dublin

About Me

A 21-year-old that loves the process of learning Math and solving Physics problems. I like exploring projects in Machine Learning, Data Science, and Web and App Development. On the side, I enjoy filmmaking, video-editing, and content creation.

Physics & Astrophysics

I want to understand hardcore Maths, Physics and the universe, as well as how to code it ; )

Content Creation

Sharing educational content, study tips, and insights into student life at Trinity College Dublin.

Machine Learning

Learning and playing around with computational techniques and algorithms to do cool stuff.

Projects

🔭 JWST

JWST Exoplanet Summer Internship

Developed Python code to analyse the free-floating exoplanet SIMP0136 using the James Webb Space Telescope supervised by Professor Johanna Vos.

View on GitHub
🏎️ F1

F1 Prediction Project

A machine learning project that predicts Formula 1 race results using historical data and free practice session information from FastF1 API.

View on GitHub
📧 Email

Cold Email Automation

A simple Python script to send an HTML email to a list of gyms loaded from a CSV file.

View on GitHub

YouTube Channel

MF

Mario Fabelo

@mariofabelo • 4.5K subscribers • 100 videos

Physics & Astrophysics Student at Trinity College Dublin 🎓 | Documenting College Life 📚

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Recommended Videos

Entering the Hidden Telescope at Trinity College Dublin
11:18

Entering the Hidden Telescope at Trinity College Dublin

614 views 1 month ago
a week studying physics & astrophysics at Trinity College Dublin
16:20

a week studying physics & astrophysics at Trinity College Dublin

1.2K views 5 months ago
a day researching exoplanets at Trinity College Dublin
11:37

a day researching exoplanets at Trinity College Dublin

1.7K views 9 months ago

Curriculum Vitae

Academic and professional background

📋 Summary

Incoming 4th year undergraduate Physics and Astrophysics student interested in Data Science and Machine Learning, as well as Web and App Development. On the summer of 2nd year, on a research internship I used Python to apply computational techniques (light-curve binning and Principal Component Analysis) to JWST exoplanetary data. On the summer of 3rd year, I was part of the Patch 2025 cohort where I explored computer vision models for Pose Estimation (YOLOv11 & Mediapipe) and developed a web-app.

Beyond my studies, I completed Stanford Online's Machine Learning Specialization, participated in the ESA Datalabs Ariel Hackathon 2025 and attended the MLAS 2025 Deep Learning course. I have also completed many personal projects like my ongoing Formula 1 race predictions.

🎓 Education

Trinity College Dublin

Bachelor's degree, Physics & Astrophysics

Studying core Physics and Astrophysics subjects, including experimental and computational laboratories.

1st Year - 71% (I) 2nd Year - 63% (II-1) 3rd Year - 71% (I)
Sep 2022 - Present

Universidad Politécnica Madrid

Machine Learning & Advanced Statistics Summer School

Module: CO5 Deep Learning

View Certificate May 2025

💼 Experience

PATCH 2025 COHORT

Patch

7-Week Startup Accelerator Programme sponsored by Stripe and OpenAI

Visit Patch July 2025 - Aug 2025

ORGANISER & VIDEO DIRECTOR

HackIreland

Involved in organising Ireland's largest student hackathon (+150 college students 30 hours overnight) backed by Stripe, OpenAI, Tines, Intercom, Patch and NDRC.

January 2025 - Present

ESA DATALABS ARIEL HACKATHON 2025

European Space Astronomy Centre (ESAC)

Developed machine learning algorithms (Ridge, Lasso, Bayesian Ridge, PyTorch NN) to enhance performance on hidden simulated data for the future Ariel Mission.

January 2025

DIGITAL CONTENT DIRECTOR

Trinity Entrepreneurial Society

Head of Video at Trinity's Entrepreneurial Society Filming, editing and sharing interviews with tech personalities and documenting events such as HackIreland (Ireland's largest Hackathon).

Sep 2024 - May 2025

SUMMER RESEARCH STUDENT

Trinity College Dublin

Supervisor: Prof. Johanna Vos, Exometeorology, School of Physics. Implemented computational techniques to analyse the atmosphere of the directly imaged exoplanet SIMP 0136 using data from the James Webb Space Telescope's NIRSpec and MIRI instruments. Developed Python algorithms to process large exoplanet data observations, using NumPy, Matplotlib and astropy libraries and constructed light curves that confirmed exoplanet's rotation period of around 2.4 hours.

May 2024 - Jun 2024

YOUTUBE CREATOR

YouTube

I upload personal vlogs and student interviews on YouTube, sharing my academic journey studying Physics & Astrophysics at Trinity College Dublin. Over 500K views. Sponsors include: Brilliant.org, Skillshare, KoRo & UniAcco.

Sep 2020 - Present

CONTENT CREATOR

Wondershare PDFelement

Scripted, filmed and edited video content for leading PDF management app including video walk-throughs, updates and tutorials.

Dec 2022 - Apr 2023

📚 Coursera

Machine Learning Specialization | Stanford University

  • Supervised Machine Learning: Regression and Classification
  • Advanced Learning Algorithms
  • Unsupervised Learning, Recommenders, Reinforcement Learning
View Certificate

Introduction to Retrieval Augmented Generation (RAG) | Duke University

View Certificate

Get In Touch

📧

Email

fabeloozcarizmario@gmail.com

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📺

YouTube

youtube.com/mariofabelo

Click to visit channel
🏫

University

Trinity College Dublin

Click to visit website
💼

LinkedIn

linkedin.com/in/mariofabelo

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