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# Sai S\.

**Headline:** CS @ Purdue
**Profession:** Design Lead / Project Lead
**Location:** Greater Philadelphia

## About

Sai S\. is a Computer Science student at Purdue University focused on artificial intelligence, machine learning, and software development\. Sai’s work spans natural language processing, financial technology, cloud\-based application development, and community\-centered engineering projects\. Strongest areas include Python, JavaScript, SQL, AWS, full\-stack and web development, data analysis, machine learning, and translating technical requirements into practical, testable products\. Sai has researched Transformer\-based NLP and machine\-learning approaches for extracting skills from complex job descriptions, publishing findings in a peer\-reviewed journal on AI\-driven job\-market analysis\. At FinWheel, Sai fine\-tuned a Gemini model through Google Cloud Vertex AI and achieved approximately 20% improvement over the strongest tested baseline models on FINRA certification questions\. Sai also built MVP front\-end functionality and automated AWS S3 and EC2 data\-management workflows at Timing\. Beyond software, Sai leads Purdue EPICS work on a modular greenhouse designed to meet 35\-pound roof\-load and 40\-mph wind criteria\. Sai has also led community initiatives that distributed more than 10,600 pairs of socks and over 1,000 pounds of food across Delaware\.

## Services

- Computer\-Aided Design \(CAD\)
- OpenSCAD
- Fine Tuning
- C \(Programming Language\)
- Vector Databases
- Agentic AI Development
- Amazon Web Services \(AWS\)
- Full\-Stack Development
- JavaScript
- AJAX
- AWS API
- Organization Skills
- Financial Modeling
- Research Skills
- Data Analysis
- Natural Language Processing \(NLP\)
- Cloud Computing
- Cloud Applications
- Web Development
- Machine Learning
- Python \(Programming Language\)
- Machine Leraning
- Programming
- Teamwork
- Leadership
- Mathematics

## Highlights

- Published peer\-reviewed research on AI\-driven job\-market analysis after investigating Transformer\-based NLP and machine\-learning techniques for extracting skills from complex job descriptions\.
- Conducted data analysis and model evaluation to improve skill\-identification accuracy in NLP research\.
- Supervised fine\-tuned a Gemini model at FinWheel using Google Cloud Vertex AI and the Python SDK, achieving approximately 20% improvement over the strongest tested baseline models on FINRA certification questions\.
- Packaged FinWheel’s tuned model into a customer\-ready demonstration and presented results, methodology, limitations, and next steps to 22 potential investors and customers\.
- Built key MVP v1 front\-end pages from wireframes at Timing, integrating them into the product workflow as functional, testable screens\.
- Integrated AWS S3 and EC2 through boto3 at Timing to programmatically store login and imported user data, eliminating manual console\-based S3 and EC2 management during MVP v1 delivery\.
- Builds a website and software services for Our Daily Bread Dining Room of MOT Inc to support nonprofit marketing and automate tasks, targeting savings of more than 30 hours per week\.
- Leads a cross\-disciplinary Purdue EPICS team delivering a modular greenhouse for a community partner, overseeing requirements, design reviews, and sprint execution through build\-ready handoff\.
- Coordinated greenhouse build\-test validation and documentation, with environmental durability checks covering a 35\-pound roof load and 40\-mph wind criteria\.
- Organized a Charity Crossing sock drive with 22 volunteers that distributed more than 10,600 pairs of socks to individuals in need\.
- Led crowdsourcing and distribution of more than 1,000 pounds of food with DelDOT to support families across Delaware\.
- Coordinated Charity Crossing food\-drive logistics for efficient distribution to underserved communities\.

## Experience

- **Design Lead / Project Lead at EPICS at Purdue** (2025\-08\-01–present) — ▪ Led a cross\-disciplinary EPICS team to deliver a modular greenhouse for a community partner owned requirements, design reviews, and sprint execution from concept through build\-ready handoff\. ▪ Coordinated build\-test validation and documentation ensured the design met environmental durability checks including 35 lb roof load and 40 mph wind criteria\.
- **Software Engineer Intern at Timing** (2025\-02\-01–2025\-05\-01) — ▪ Built key MVP v1 front\-end pages from wireframes and integrated them into the product workflow, translating UI requirements into functional, testable screens\. ▪ Integrated AWS S3 and EC2 via the Python SDK \(boto3\) to store login and imported user data programmatically, eliminating manual console\-based S3/EC2 management during MVP v1 delivery\.
- **Software Developer / Machine Learning Intern at FinWheel** (2024\-07\-01–2024\-11\-01) — ▪ Supervised fine\-tuned a Gemini model using Google Cloud Vertex AI \(Python SDK\), iterating on training data and evaluation to achieve ~20% improvement versus the strongest baseline models tested on FINRA certification questions\. ▪ Packaged the tuned model into a customer\-ready demo and presented results to 22 potential investors/customers communicated methodology, limitations, and next steps clearly\.
- **Backend / Web Development Intern at OUR DAILY BREAD DINING ROOM OF MOT INC** (2023\-07\-01–2025\-08\-01) — Working with a local non\-profit organization to build a website and other software services to help with marketing and save more than 30 hours per week through task automation\.
- **Sock Drive Donation Lead at Charity Crossing Inc** (2022\-11\-01–2023\-03\-01) — \- Organized and executed a sock drive with 22 volunteers that distributed 10,600\+ pairs to individuals in need, addressing a critical community requirement\.
- **Researcher \| NLP & Machine Learning at Self\-employed** (2022\-11\-01–2023\-12\-01) — \- Investigated cutting\-edge NLP techniques leveraging Transformer architectures and ML models to extract skills from complex job descriptions\. \- Conducted extensive data analysis and model evaluation to enhance skill identification accuracy\. \- Published findings in a peer\-reviewed journal, contributing to advancements in AI\-driven job market analysis\.
- **Food Distribution Coordinator at Charity Crossing Inc** (2022\-01\-01–2022\-05\-01) — \- Led crowdsourcing and distribution of 1,000\+ lbs of food in partnership with DelDOT \(Delaware Department of Transportation\) to support families across Delaware\. \- Coordinated food drive logistics, ensuring efficient distribution to underserved communities\.

## Education

- Bachelor of Science \- BS, Computer Science — Purdue University (2025\-06\-01–2029\-05\-01)
- Computer Science — MOT Charter High School (2021\-01\-01–2025\-01\-01)

## FAQ

### What does Sai do?

Sai is a Computer Science student at Purdue University\. Sai is interested in AI, machine learning, software development, natural language processing, financial technology, and the intersection of AI and human decision\-making\.

### What is Sai’s educational background?

Sai is pursuing a Bachelor of Science in Computer Science at Purdue University and studied Computer Science at MOT Charter High School\.

### What are Sai’s key skills?

Sai’s technical strengths include Python, JavaScript, SQL, machine learning, NLP, AWS, cloud computing, cloud applications, full\-stack development, web development, data analysis, research, fine\-tuning, vector databases, agentic AI development, C, AJAX, AWS APIs, CAD, and OpenSCAD\. Sai also lists leadership, teamwork, organization, financial modeling, mathematics, and programming skills\.

### What did Sai research in NLP and machine learning?

As a self\-employed NLP and machine\-learning researcher, Sai investigated Transformer\-based NLP and machine\-learning models for extracting skills from complex job descriptions\. Sai conducted data analysis and model evaluation to improve skill\-identification accuracy and published the findings in a peer\-reviewed journal, contributing to AI\-driven job\-market analysis\.

### What did Sai accomplish at FinWheel?

At FinWheel, Sai supervised fine\-tuned a Gemini model using the Google Cloud Vertex AI Python SDK\. By iterating on training data and evaluation, Sai achieved approximately 20% improvement over the strongest baseline models tested on FINRA certification questions\. Sai packaged the tuned model into a customer\-ready demonstration and presented its methodology, limitations, results, and next steps to 22 potential investors and customers\.

### What did Sai accomplish at Timing?

As a Software Engineer Intern at Timing, Sai built key MVP v1 front\-end pages from wireframes and integrated them into the product workflow\. Sai translated UI requirements into functional, testable screens and used boto3, the Python AWS SDK, to integrate S3 and EC2 for programmatic storage of login and imported user data, eliminating manual console\-based S3 and EC2 management during MVP v1 delivery\.

### What is Sai doing with Our Daily Bread Dining Room of MOT Inc?

Sai works as a Backend / Web Development Intern with Our Daily Bread Dining Room of MOT Inc, a local nonprofit organization\. Sai is building a website and other software services to support marketing and automate tasks, with a goal of saving more than 30 hours per week\.

### What is Sai’s role in EPICS at Purdue?

Sai is the current Design Lead / Project Lead for an EPICS at Purdue project delivering a modular greenhouse for a community partner\. Sai owns requirements, design reviews, and sprint execution from concept through build\-ready handoff, and coordinates build\-test validation and documentation\. The design was checked for environmental durability, including a 35\-pound roof load and 40\-mph wind criteria\.

### What did Sai accomplish as Sock Drive Donation Lead at Charity Crossing Inc?

As Sock Drive Donation Lead at Charity Crossing Inc, Sai organized and executed a sock drive with 22 volunteers\. The effort distributed more than 10,600 pairs of socks to people in need\.

### What did Sai accomplish as Food Distribution Coordinator at Charity Crossing Inc?

As Food Distribution Coordinator at Charity Crossing Inc, Sai led crowdsourcing and distribution of more than 1,000 pounds of food in partnership with the Delaware Department of Transportation \(DelDOT\)\. Sai also coordinated food\-drive logistics to support families and underserved communities across Delaware\.

### What professional problems is Sai interested in solving?

Sai is interested in building intelligent systems that address real\-world problems, including NLP and financial technology applications\. Sai is particularly interested in how AI can enhance human decision\-making, productivity, and innovation\.

## Links

- LinkedIn: https://www\.linkedin\.com/in/sai\-suram

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