Usoff Samantar logo

Hi, I'm Usoff.

I build software with ML and I'm fascinated by language.

UMD Computer Science student specializing in Machine Learning, Statistics minor, and General Manager leading 20–40-person teams. I've taken unorthodox steps to get here.

View My Story →
10 managers developed
20–40 person teams led
#5 / #7 company-wide '25/'26

Seeking a Summer 2027 Machine Learning / Software Engineering internship

University of Maryland Maryland, USA Always learning
Usoff Samantar
A latte with heart-shaped foam art Usoff Samantar smiling on a New York City street

If you'd like to learn about me professionally and personally, go through the slideshow.

The Pass

Projects

Illustration of a person holding an umbrella filled with weather data visualizations

Weather Pattern Analysis

90 days of historical data 4 → 2 features via PCA ~67% variance retained 3 weather clusters

Analyzed Washington, D.C. June weather from 2023–2025 and used statistical testing and unsupervised learning to identify patterns and classify an unseen week from June 2026.

Python Pandas SciPy scikit-learn Matplotlib
View the write-up →
Baseball resting on a pitcher's mound

Bayesian Baseball Predictor

A Java desktop app that predicts a batter's average under given game-temperature conditions, pulling live weather via the OpenWeather API, applying a Bayes' Theorem-inspired statistical calculation over historical temperature buckets, with a Swing UI and Excel-based data persistence (Apache POI).

Java APIs Bayesian Statistics
View on GitHub →

Mise en Place

About Me

Growing up, my Windows machine was basically my guinea pig. Sketchy downloads, cracked game mods, all of it. Instead of wiping the drive every time something went wrong, I taught myself how to boot into Safe Mode, go through the startup files one by one, find whatever didn't belong, remove it, and then run antivirus. Nobody showed me how. I just kept messing with it until I figured it out.

Years later, I started college at Montgomery College, but a personal emergency pulled me out of school. I went to work and ended up building a career in the restaurant industry. At Bonefish Grill, I worked my way from Host → Server → FOH Manager → Culinary Manager.

Then COVID hit and the restaurant industry changed almost overnight. Somewhere around that time I finally admitted something I had known for a long time. I wanted to build things. I wanted to solve problems in a different way.

I still have a lot of respect for the restaurant industry. It taught me a lot about people, pressure, leadership, and how to keep moving when things do not go according to plan.

About seven years after leaving college, I went back to school at Frederick Community College. I kept working while taking a full course load, first as an Assistant General Manager and later as a General Manager at Shake Shack. I graduated with High Honors, a 3.76 GPA, and the Gold Medallion.

Now I am finishing my Computer Science degree with a concentration in Machine Learning and a minor in Statistics. I am also still working as a General Manager while looking for my first opportunity in tech.

The restaurant industry gave me a lot of skills that I carry with me into computer science. Resilience, communication, problem solving, leadership, staying calm under pressure, and being able to adapt when things change quickly.

I like figuring things out. I like finding what is broken and fixing it. That part really has not changed.

Still the same person looking for something to fix. Just a bigger system now.

The Pantry

Skills

Languages

Python Java TypeScript C SQL OCaml Rust SAS x86 Assembly

ML / Data

Pandas NumPy PyTorch SciPy scikit-learn Matplotlib PCA K-Means Linear Regression Statistical Hypothesis Testing

Tools & Frameworks

Git GitHub Docker Jupyter Java Swing Gson Apache POI FastAPI REST APIs Flask React Node.js PostgreSQL

86'd (For Now)

Under Construction

A place for all my documentation, write-ups, and notes will be added here.

The Line

Experience

Every job, every setback, every win, clipped to the same rail.

GUEST CHECK No. 000001
Bonefish Grill PLATED

2015 – 2021

  • Promoted from Host → Server → FOH Manager → Culinary Manager while building experience in operations, team leadership, training, and high-volume restaurant management.
  • Later ranked #1 company-wide for liquor waste savings.

Thank You!

GUEST CHECK No. 000002
Frederick Community College COOKING

Jan 2021

  • Seven years removed. Went back anyway.

Thank You!

GUEST CHECK No. 000003
Shake Shack: AGM → GM ON THE LINE

Mar 2021 – Present

  • Full-time management and a full course load, at the same time.
  • Ranked #1 company-wide for Accuracy Score.
  • #5 store company-wide in 2025, holding a top-10 company ranking into 2026.

Thank You!

GUEST CHECK No. 000004
Graduated FCC CLEARED

May 2024

  • High Honors · 3.76 GPA · Gold Medallion.
  • Proof it wasn't a detour. It was a runway.

Thank You!

KITCHEN ORDER No. 000005
CS Degree in Progress IN PROGRESS

Aug 2024 – Dec 2027 (expected)

  • ML Concentration · Statistics Minor · seeking first internship/role.
  • Still the kid finding what's broken and fixing it. Just a bigger system now.

Thank You!

Relevant Coursework

  • CMSC 470Natural Language Processing · in progress
  • CMSC 422Machine Learning · in progress
  • CMSC 389OThe Coding Interview · in progress
  • CMSC 389AModern Software Development with GenAI · in progress
  • CMSC 351Algorithms
  • CMSC 320Data Science
  • CMSC 216Computer Systems
  • CMSC 132Object-Oriented Programming II
  • CMSC 131Object-Oriented Programming I
  • STAT 430Statistical Computing with SAS
  • STAT 422Probability Models
  • STAT 401Applied Probability & Statistics II
  • STAT 400Applied Probability & Statistics I
  • MATH 423Linear Optimization
  • MATH 240Linear Algebra
  • LING 200Introductory Linguistics

Currently Reading

Machine Learning with PyTorch and Scikit-Learn book cover

Machine Learning with PyTorch and Scikit-Learn

Develop machine learning and deep learning models with Python

Sebastian Raschka, Yuxi (Hayden) Liu, Vahid Mirjalili

What's Next?

  • Build a Large Language Model (From Scratch) book cover Build a Large Language Model (From Scratch) by Sebastian Raschka
  • Build a Reasoning Model (From Scratch) book cover Build a Reasoning Model (From Scratch) by Sebastian Raschka

The Chalkboard

Activities & Honors

GUEST CHECK No. 000006
Maryland Collegiate Honors Council Conference 2023
MCHC 2023 conference program cover
  • Does Music Affect Risk Taking?: view the conference program.
  • Selected from 30+ students to represent Frederick Community College at the 2023 Maryland Collegiate Honors Council Conference after advancing from the college's Honors Conference.
  • Collected categorical and quantitative data from 50+ respondents, researched music and perception, and planned a casino study to determine whether gambling behavior changed based on ambient music.

Thank You!

GUEST CHECK No. 000007
Frederick Community College Honors College 2023–2024
  • Research Presenter & Gold Medallion Graduate.

Thank You!

The Check

Let's build something useful.

I'm excited about learning and challenging myself. If you have an opportunity, email me. I respond quickly, so don't hesitate.