Projects

Demo
🚙Car Tracking AI: Hybrid RNN-CNN for Smarter Traffic Flow Analysis - Research project

🚙Car Tracking AI: Hybrid RNN-CNN for Smarter Traffic Flow Analysis

Research

Built a hybrid deep learning system combining RNN (LSTM) trajectory prediction and CNN-based vehicle matching to track cars in drone-captured roundabout footage. This approach achieves 98.7% accuracy in mapping vehicle entry-exit patterns, overcoming challenges like occlusion, non-linear motion, and detection gaps, enabling precise, automated traffic studies.

Computer Vision Python Deep Learning
🧬 Evolving Paths: Genetic Algorithms for Optimizing k-Distinct Lattice Routes - Research project

🧬 Evolving Paths: Genetic Algorithms for Optimizing k-Distinct Lattice Routes

Research

Designed a genetic algorithm to solve the combinatorial problem of finding maximal sets of k-distinct lattice paths—sets where no two paths share k or more edges. The algorithm outperforms both greedy and brute-force methods, delivering high accuracy with drastically reduced computation time, and demonstrates adaptability for other NP-complete optimization problems.

Python Algorithms Evolutionary Biology Math
☣Sky-Eye Parking: Drone & AI-Powered Parking Utilization Analysis - Research project

☣Sky-Eye Parking: Drone & AI-Powered Parking Utilization Analysis

Research

Contributed an end-to-end computer vision system that uses drone imagery and a YOLOv8 deep learning model to automatically detect and count parked vehicles. The system replaces traditional manual parking studies with a 100% accurate, 90% faster solution, integrating image registration, region filtering, and automated reporting.

Computer Vision Python Deep Learning
Demo
🍔Autodine - Software Engineering project

🍔Autodine

Software Engineering

AutoDine is an innovative AI-powered restaurant ordering system that combines voice recognition, natural language processing, and real-time inventory management to create a seamless dining experience. The system features "Eldia," an intelligent voice assistant that can process customer orders, check ingredient availability, and manage the entire ordering workflow through natural conversation.

Django CSS JavaScript LLM Speech-to-Text Text-to-Speech
Demo
📝DeathNote — Multimodal LLM-Powered Note-Taking App - Software Engineering project

📝DeathNote — Multimodal LLM-Powered Note-Taking App

Software Engineering

A lighthearted yet powerful React Native mobile app that lets users capture notes via text, images, and audio, then transforms them into witty, AI-generated contextual summaries—in the persona of your chosen Shinigami. Supports immersive features like media-rich uploads and conversational chats with your eerie AI companion. Built with a Django backend and React Native frontend for seamless cross-platform performance

SQL Django React Native Python PyTorch LLM Speech-to-Text
Demo
⚛️Dr_R — Physics Learning Management System - Software Engineering project

⚛️Dr_R — Physics Learning Management System

Software Engineering

Built a Django-based platform for interactive physics learning, with distinct roles for students, instructors, and visitors. Led the majority of the design and implementation, including a high-precision calculator, semantic search, LaTeX and symbolic algebra support, note taking capabilities for students, dynamic variable generation, and automated grading. My collaborator contributed to select features and testing.

Django Math LaTex PyTorch HTML CSS JavaScript

Work Experience

Software Engineering Intern at BlackRock

Software Engineering Intern

BlackRock

June 2, 2025 - Aug. 1, 2025

Developed an autonomous AI agent ecosystem that allows portfolio managers to execute complex financial workflows through natural language, eliminating repetitive manual processes. Designed and deployed production-grade microservices using Django REST, PostgreSQL, and FastAPI/gRPC agent orchestration with LangGraph+LLMs, delivering scalable performance with full observability.

Software Engineering Intern at Micron Technology

Software Engineering Intern

Micron Technology

May 20, 2024 - Aug. 9, 2024

Built an end-to-end defect detection pipeline for semiconductor manufacturing by curating and augmenting 3K+ wafer images, training YOLOv8 models on GCP GPUs to achieve 98% mAP. Automated machine-to-cloud inference integration and deployed a Django/MySQL analytics dashboard for defect trend visualization, saving 2,000+ labor hours annually

Software Engineering Intern at COMED

Software Engineering Intern

COMED

June 5, 2023 - Aug. 4, 2023

Automated compliance data reconciliation with Python and Oracle SQL scripts, resolving millions of record mismatches and ensuring regulatory accuracy. Created interactive PowerBI dashboards to monitor employee training progress, reducing tracking costs by approximately $75K annually.

Key Awards & Scholarships

BlackRock Founders Scholarship

March 13, 2025

Merit award and internship for students demonstrating leadership in inclusive communities; includes $20K, mentorship, and summer internship.

Google Generation Scholarship award

Google Generation Scholarship

July 12, 2024

Awarded to underrepresented students in tech for academic excellence, leadership, and DEI commitment; includes $10K and access to Google Scholars programs

Comed Future of Energy Scholarship

May 22, 2023

Supports STEM-focused or trade-oriented students in clean energy pathways; up to $10K + potential internship, especially in trades or STEM majors.

IAAC 2020: Silver Honour award

IAAC 2020: Silver Honour

July 27, 2020

Recipient of Silver Honour at the International Astronomy and Astrophysics Competition (IAAC) 2020, a prestigious global online competition for students worldwide demonstrating excellence in astronomy, astrophysics, physics, and mathematics.

About Me

Hi, I am Fayol. They call me AI guy.

My #1 skill is that I learn really fast. Right now I am studying Computer Engineering and Physics at Valparaiso University as a side quest.

Oh boy, I have lots of interests. I am lifelong learner. Space exploration, biotechnology, physics, software engineering, really anything techy/sciency/mathy. So my #2 is skill is that I usually have creative ideas and unconventional solutions.

I enjoy working on extremely challenging problems with fast-moving cracked teams.

Looking forward to inventing the future.

Technical Skills

Programming Languages

Python JavaScript C C++ Java SQL

Frameworks & Libraries

PyTorch TensorFlow Django FastAPI React React Native

Cloud & DevOps

AWS GCP Docker Git Linux

Languages

English (Fluent) French (Fluent)

Blog & Thoughts

Welcome to my digital garden where I share my thoughts and learnings.

Featured Articles

🤖 Artificial Intelligence

Humanity's final invention? Exploring the future of AI and its implications.

🧠 Deep Learning or Deep Regret — Your Call

Easy and quick introduction to modern AI: neural nets and deep learning.

😴 Sleep Deprivation is Killing You!

A comprehensive look at the dangers of sleep deprivation and its impact on health.

🧠 How to study

The right method makes all the difference in effective learning and studying.

🎮 Pygame Crash Course for People in a Hurry

A comprehensive introduction to Pygame game development with practical examples and physics simulations.

🤱 Pregnancy & Health

Insights into pregnancy health and maternal wellness.

💉 Vaccines & Immunology

Understanding the science behind vaccines and immune system function.

🔬 T & B Cells

Deep dive into the immune system's key players and their functions.

🩸 How White Blood Cells Work

Understanding how T and B cells work together to fight diseases.

😴 Causes of Sleep Deprivation

Understanding the factors that prevent you from getting quality sleep.

😴 Solutions to Sleep Deprivation

Practical strategies to improve your sleep quality and health.

🧬 We Are Not That Unique

Understanding the other human species that once walked the Earth.

🚗 Wear a Seat Belt

Understanding the physics behind why seat belts save lives.

Get In Touch

Phone

(317) 720-7186

LinkedIn

linkedin.com/in/ariel-fayol

GitHub

github.com/arielfayol37

I'm always interested in new opportunities, collaborations, and interesting conversations about AI and technology. Feel free to reach out for hard core projects or just to chat!

Resume & CV

Download My Resume

Get a comprehensive overview of my experience, skills, and achievements.

📥 Download PDF

Quick Overview

🎓

Education

Computer Engineering & Physics Double Major at Valparaiso University (GPA: 3.6/4.0)

💼

Experience

AI/ML & SWE Internships at BlackRock, Micron Technology, and ComEd

🏆

Achievements

BlackRock Founder's Scholarship, Generation Google Scholarship, ComEd Future of Energy Scholarship

📚

Certifications

Harvard AI with Python, Harvard Web Programming, Dale Carnegie Professional Development

🔬

Research

Published IEEE papers on traffic analysis, lattice path optimization, and parking utilization

👥

Leadership

President of NSBE, managing $20k budget and driving 70% internship placement rate