01 / RELIABILITY ↗
Model evaluation & reliability
Understanding prediction errors, evaluating model performance and exploring what makes an AI system dependable.
OPEN TO RESEARCH & GRADUATE OPPORTUNITIES
Hello, I'm
Mah Noor.
Aspiring AI Researcher / ML Analyst / GenAI & Python Educator
Exploring the questions behind intelligent systems.
Information Technology graduate with hands-on experience in data preparation, model analysis and Python education. Seeking research-oriented Master's opportunities, academic collaboration and a future PhD pathway.
Open to research collaborations
MAH NOORDATA · ML · RESEARCH
FOCUS
Machine Learning Model Evaluation Data Quality Research & Teaching
01 / ABOUT
Driven by curiosity.
From exploring how computers work to asking how intelligent systems can be made more dependable.
I'm Mah Noor, an Information Technology graduate, Machine Learning Analyst and Python educator developing my interest in AI research.
My early curiosity about computers led me toward programming and eventually machine learning. In analytical work involving dataset annotation, OCR, preprocessing and error analysis, I learned that good predictions depend on more than a model. Data quality, evaluation and careful iteration matter just as much.
Teaching Python and working with peers in technical challenges have strengthened my communication and problem-solving skills. I hope to build on this experience through research-focused Master's study and, in time, doctoral research.
Academic backgroundInformation Technology
Research directionMachine Learning & AI
Long-term goalMaster's → PhD
02 / RESEARCH INTERESTS
Questions I want to explore.
Developing research interests, not claims of completed publications.
02 / FOUNDATIONS ↗
Data quality & preprocessing
Investigating how annotation quality, incomplete information and preprocessing decisions influence learned patterns.
03 / EXPLORATION ↗
Applied AI & deep learning
Building stronger foundations in ML and deep learning through experiments, practical applications and graduate research.
03 / SELECTED WORK
Practical work & problem solving.
Published examples, learning repositories and collaborative projects.
01 / BUSINESS INTELLIGENCE↗
Sales & Profit Dashboard
Sales and profit analysis represented through a Power BI reporting project.
02 / VISUALIZATION↗
Python Data Visualization
Notebook-based visual exploration and practice with Python plotting libraries.
03 / QUALITY ASSURANCE↗
Selenium Automation Practice
Browser-testing exercises documenting an interest in software quality and automation.
04 / ALGORITHMS↗
Programming Problem Solving
Published algorithm practice and data-structure exercises.
05 / PYTHON PRACTICE↗
Python & Library Exercises
Hands-on exercises exploring Python and supporting libraries, with versioned practice files.
06 / COMMUNITY LEARNING↗
Volunteer Teaching Activities
Public record of workshops, community sessions, and mentoring contributions in technical education.
META HACKER CUP / 2025
Progressed to Round 1
Mah Noor's Meta-issued certificate confirms advancement to Round 1 after the Practice Round, with Practice Round placement of 1,527th. Her public Python and algorithm-practice repositories offer examples of coding work; a direct link to the specific contest solution has not been identified.
04 / EXPERIENCE & COMMUNITY
Learning, applying, sharing.
Work with data, mentoring and collaborative problem-solving.
PRACTICAL EXPERIENCE
Machine Learning Analyst
Prepared and annotated datasets; worked with OCR, preprocessing, prediction reviews and identifying possible causes of model errors.
COMMUNITY ROLE / 2025
Python & AI Moderator · iCodeGuru / WPBrigade
Recognized for moderator support in a Python & AI bootcamp. Also listed as a moderator for the October 2025 beginner Python course organized with the University of Sargodha.
TEACHING & MENTORING
Python Learning Support
Helped students learn Python fundamentals and shared practical guidance on programming, software quality and collaborative learning.
PROFESSIONAL COLLABORATION
Data Analysis & QA Activities
Experience in data-focused work, QA documentation, and communicating with collaborators on data extraction and related tasks.
TRAINING / 2025
Generative AI Application Development
Completed PakAngels Generative AI Training (June–July 2025) in collaboration with iCodeGuru and Aspire Pakistan; certificate includes a Top Performer seal.
05 / RECOGNITION & ACTIVITIES
Progress, with evidence.
Certificates and participation records are clearly distinguished from event posters and project screenshots.
CERTIFICATE 2026
CS50x Puzzle Day
Official recognition for participation in the international team-based puzzle event.
Download proof ↓
PARTICIPATION AWARD 2025
CALICO Fall 2025
Team Quantum Quokka. Certificate records rank #369/422 globally and #55/85 in Pakistan.
Download proof ↓
APPRECIATION CERTIFICATE 2025
Python & AI Moderator
Recognition from WPBrigade and iCodeGuru for supporting the September 2025 Python & AI Bootcamp.
Download proof ↓
CERTIFICATE 2025
Meta Hacker Cup 2025
Meta-issued certificate confirms Round 1 qualification; Practice Round placement: 1,527th.
Download certificate ↓
CERTIFICATE 2025
Generative AI Developer
Completed PakAngels Generative AI Application Developer training in June–July 2025; certificate includes a Top Performer seal.
Download certificate ↓
SELECTION RECORD 2026
Stanford Code in Place
Accepted as a student for Stanford Code in Place 2026, an introductory Python learning programme.
Download record ↓
COURSE POSTER 2025
Python Beginner Course
Listed as a moderator in the beginner Python programme delivered in collaboration with the University of Sargodha.
Download poster ↓
HACKATHON SHOWCASE 2025
CS Girlies: AI vs HI
Participated with the project API Nexus; the shared showcase describes a team-built AI agent using Next.js, TypeScript, Gemini and React.
Download showcase ↓
RESEARCH-READY PORTFOLIO
Competitions are presented as participation or advancement, not as awards or university employment. Every document can be viewed separately.
VIEW THE FULL RECORD
Explore the verified GitHub projects, training documents, certificates and activity records without opening a long certificate list.
06 / ACADEMIC BACKGROUND
Building the foundation.
Research motivation grounded in programming, analytical work and a willingness to keep learning.
BACHELOR'S DEGREEINFORMATION TECHNOLOGY
Bachelor of Science in Information Technology
Government Graduate College Sahiwal
CGPA3.62 / 4.00
Future studyResearch Master's → PhD
07 / CONNECT
Let's explore what's next.
Open to research-focused Master's scholarships, research assistantships, mentoring opportunities and collaborations in machine learning and AI.