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# Hussain Nasir

**Headline:** Math/CS @ UWaterloo \| Prev\. AI Engineer @ Northbridge \| AI/ML & Software Engineering
**Profession:** AI Engineer & Data Science Intern
**Location:** Oakville, Ontario, Canada

## About

Hussain Nasir is a Mathematics and Computer Science student in the Honours Math and Computer Science \(Co\-op\) program at the University of Waterloo, focused on AI/ML, software engineering, and data\-driven applications that address real\-world problems\. Hussain’s strengths include model development, AI systems, workflow and pipeline engineering, and translating user and customer needs into technical solutions\. At Outlier, Hussain develops evaluation scripts and prompt structures for large\-scale AI systems, improving model accuracy and strengthening coding and mathematical reasoning across multiple programming languages\. Previously, as an AI Engineer & Data Science Intern at Northbridge Financial, Hussain built and deployed LLM\-powered systems used in production\. Hussain has also developed full\-stack AI applications for digital cognitive\-health monitoring and healthcare workflow automation\. A healthcare AI workflow was deployed to two pilot clinics to automate referral processing, with work spanning EMR integration and direct research with doctors, clinic staff, and other end users\. Hussain holds Microsoft Azure Fundamentals and Azure Data Fundamentals certifications and is interested in continuing to build AI/ML systems and software products\.

## Services

- JavaScript
- HTML
- Cascading Style Sheets \(CSS\)
- Swift \(Programming Language\)
- Java
- C\+\+
- C\#
- C \(Programming Language\)
- Quantitative Research
- Oral Communication
- SQL
- Artificial Intelligence \(AI\)
- Generative AI Tools
- Training AI
- Large Language Models \(LLM\)
- Cloud Computing
- Organization Skills
- Professional Responsibility
- Azure Functions
- Cloud Applications
- Microsoft Azure
- Data Management
- Data Analytics
- Project Management
- Leadership
- Interpersonal Communication
- Time Management
- Nonprofit Organizations
- Ethics
- Machine Learning

## Highlights

- Improved AI model accuracy by 15% at Outlier through evaluation scripts developed and executed in Python, Java, C, C\+\+, Swift, and other languages for complex coding and mathematics tasks\.
- Engineered thousands of prompt structures and data pipelines at Outlier, strengthening code generation, algorithmic reasoning, and multi\-language syntax handling across more than six programming languages\.
- Built internal tools and frameworks at Outlier to automate model testing, benchmark accuracy, and support iterative training cycles across large\-scale AI systems\.
- Built and deployed LLM\-powered systems used in production as an AI Engineer & Data Science Intern at Northbridge Financial Corporation\.
- Deployed a healthcare AI referral\-processing automation workflow to two pilot clinics\.
- Worked on healthcare AI involving clinic workflow automation and EMR integration\.
- Built a full\-stack machine\-learning platform for digital cognitive\-health monitoring\.
- Built a full\-stack healthcare workflow automation platform\.
- Conducted direct user research with end users, including doctors and clinic staff, to understand workflows before development\.
- Earned Microsoft Azure Data Fundamentals Certificate \(DP\-900\) from Microsoft\.
- Earned Microsoft Azure Fundamentals \(AZ\-900\) certification from Microsoft\.

## Experience

- **AI Engineer & Data Science Intern at Northbridge Financial Corporation** (2026\-01\-01–2026\-08\-01)
- **Software Engineer \- AI Prompt Engineering at Outlier** (2024\-12\-01–2026\-01\-01) — Achieved a 15% improvement in model accuracy through developing and executing evaluation scripts in Python, Java, C, C\+\+, Swift, and other languages, allowing for more reliable AI performance on complex coding and math tasks Enhanced code generation, algorithmic reasoning, and multi\-language syntax handling across 6\+ programming languages by engineering 1000s of prompt structures and data pipelines, allowing the AI to better generalize and adapt to diverse programming contexts Build internal tools and frameworks to automate model testing, benchmark accuracy, and support iterative training cycles across large\-scale AI systems
- **Academic Instructor at Kumon North America, Inc\.** (2022\-05\-01–2024\-09\-01) — At Kumon, we are dedicated to providing supplementary math/reading programs to students of all ages and abilities\. Responsible for tracking students’ progress, using the Kumon IT system to carefully organize, input, and plan the weekly assignments for students, and ensuring that each task is tailored to their individual learning needs\. I continue to gain valuable insights into leadership and effective communication, particularly in leading a team of colleagues and having cohesive interactions among staff members\. Leveraging technologies to enhance instruction\.

## Education

- Bachelor's of Mathematics, Honours Math and Computer Science \(Co\-op\) — University of Waterloo (2024\-01\-01–2029\-01\-01)
- International Baccalaureate Diploma — International Baccalaureate (2022\-09\-01–2024\-05\-01)
- Ontario Secondary School Diploma — White Oaks Secondary School (2020\-01\-01–2024\-01\-01)
- Bachelor's of Mathematics, Honours Math and Computer Science \(Co\-op\) — University of Waterloo (2024–2029)

## FAQ

### What does Hussain do?

Hussain is a Mathematics and Computer Science student at the University of Waterloo in the Honours Math and Computer Science \(Co\-op\) program\. Hussain is interested in AI/ML, software engineering, and data\-driven applications that solve real\-world problems\.

### What are Hussain’s core strengths?

Hussain is strongest in AI model development, systems, workflows, and pipelines\. Hussain also has experience translating customer and end\-user feedback into technical solutions and can connect technical and business requirements\.

### What does Hussain do at Outlier?

At Outlier, Hussain works as a Software Engineer in AI Prompt Engineering\. Hussain develops evaluation scripts in Python, Java, C, C\+\+, Swift, and other languages engineers prompt structures and data pipelines and builds internal tooling and frameworks for model testing, benchmarking, and iterative training cycles\.

### What did Hussain accomplish at Outlier?

Hussain achieved a 15% improvement in model accuracy by developing and executing evaluation scripts for complex coding and mathematics tasks\. Hussain also engineered thousands of prompt structures and data pipelines, enhancing code generation, algorithmic reasoning, and multi\-language syntax handling across more than six programming languages\.

### What did Hussain do at Northbridge Financial?

At Northbridge Financial Corporation, Hussain worked as an AI Engineer & Data Science Intern\. Hussain built and deployed LLM\-powered systems that were used in production\.

### What healthcare AI work has Hussain done?

Hussain built a healthcare AI workflow that was deployed to two pilot clinics to automate referral processing\. The work included clinic workflow automation and EMR integration\.

### How does Hussain approach user and customer needs?

Hussain conducts direct user research with end users before development to understand their workflows\. This has included engaging doctors and clinic staff and incorporating their feedback into technical solutions\.

### What AI applications has Hussain built?

Hussain has built full\-stack AI applications, including a machine\-learning platform for digital cognitive\-health monitoring and a healthcare workflow automation platform\.

### What does Hussain do at Kumon?

At Kumon North America, Inc\., Hussain works as an Academic Instructor\. Responsibilities include tracking student progress, using the Kumon IT system to organize, enter, and plan weekly assignments tailored to individual learning needs, leveraging technology in instruction, and contributing to leadership and staff communication\.

### What is Hussain’s educational background?

Hussain is pursuing a Bachelor’s of Mathematics in Honours Math and Computer Science \(Co\-op\) at the University of Waterloo, with a listed graduation year of 2029\. Hussain also earned an International Baccalaureate Diploma and an Ontario Secondary School Diploma from White Oaks Secondary School in 2024\.

### What certifications does Hussain hold?

Hussain holds the Microsoft Azure Data Fundamentals Certificate \(DP\-900\) and Microsoft Azure Fundamentals \(AZ\-900\), both from Microsoft\.

### What technical skills does Hussain have?

Hussain’s technical skills include Python, JavaScript, HTML, CSS, SQL, Java, C, C\+\+, C\#, Swift, artificial intelligence, generative AI tools, large language models, machine learning, cloud computing, Microsoft Azure, Azure Functions, cloud applications, data management, data analytics, quantitative research, Microsoft Excel, and Microsoft Office\.

### What professional and interpersonal skills does Hussain have?

Hussain also brings skills in AI training, project management, organization, professional responsibility, ethics, leadership, oral and interpersonal communication, teamwork, problem solving, time management, tutoring, customer service, customer experience, office administration, and work with nonprofit organizations\.

### What kinds of roles interest Hussain?

Hussain is particularly interested in pure model\-building roles, while also bringing customer\-facing product experience from work involving workflow discovery, clinic stakeholders, and technical\-business translation\.

### How can someone contact Hussain?

Hussain can be reached at \[contact removed\]\.

## Links

- LinkedIn: https://www\.linkedin\.com/in/hussain\-nasir

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