Fairooz
Siddiquee

Builder. Teacher. Problem-solver.

NLPPythonMachine LearningData Analysis
View My Work ↓

About

About Me

I'm a Computer Science student at Long Island University – Brooklyn, on a Presidential Scholarship, with a passion for building tools that make a real difference. My work spans natural language processing, teaching, and community leadership — three things that share one thread: helping people understand complex things more clearly.

Before university, I spent years leading community projects in Bangladesh, teaching mathematics, and coaching students through debate and theatre. I bring that same energy to every line of code I write.

📍 Brooklyn, NY 🎓 B.S. Computer Science, 2027 🏆 Presidential Scholar

Experience

Where I've Worked

Jan 2022 –
Dec 2022

Mathematics Teacher

Al Hidaayah International School

  • Supported mathematics instruction for 90 students, contributing to a 25% increase in test scores, 43% rise in assignment completion, and 40% improvement in attendance.
  • Co-designed 4 instructional workbooks and digital lesson materials for diverse learning styles.
  • Provided weekly 1-on-1 support for 15 students, collaborating with faculty through biweekly feedback sessions.
Mar 2020 –
Dec 2022

Project Leader

Kritoggo Foundation Bangladesh

  • Led 2 independent community projects as sole city representative, achieving a 53% increase in community outreach and launching ~3 weeks ahead of schedule.
  • Recruited and trained 8 volunteers, streamlining coordination through structured workflows.
  • Produced donor-facing materials contributing to a 24% increase in donations.
Jan 2017 –
Jan 2019

House Captain & Debate/Theatre

Al Hidaayah International School

  • Led a house of ~200 students, representing peers in school-wide leadership forums.
  • Increased debate and theatre participation by 35% through mentorship and coordinated initiatives.
  • Co-founded the Theatre Club, led 6+ productions, increasing visibility by 26%.
  • Competed in 4–5 parliamentary debates, winning one and placing second in a regional inter-school event.

Projects

What I've Built

NLP · Individual · Dec 2025

AI Writing Coach

An end-to-end AI writing coach built using classical NLP models — Naive Bayes, SVM, and Logistic Regression — with TF-IDF vectorization and rule-based feedback (fully API-free). Achieved ~70% F1-score through rigorous model evaluation and confusion-matrix analysis.

Pythonscikit-learnTF-IDFSVMNaive BayesLogistic Regression

FinTech · Group Project · In Progress

Haven — Budget Tracker

A student-focused budgeting app built with a small team, designed to help students take control of their finances. Haven simplifies expense tracking, income logging, and financial goal-setting for the realities of student life.

Group ProjectBudgetingStudent Finance

Skills

What I Know

Languages & Tools

PythonSQLExcelGoogle WorkspaceCanva

Machine Learning & NLP

NLPTF-IDFscikit-learnNaive BayesSVMLogistic RegressionML Evaluation

Data & Analysis

Data AnalysisConfusion Matrix AnalysisModel Evaluation

Soft Skills

TeachingLeadershipPublic SpeakingTeam CoordinationCommunity Outreach

Contact

Get in Touch

I'm always open to new conversations — whether it's a project, an opportunity, or just a hello.