Marc Godbout-Chouinard
BS Computer Science and MS Artificial Intelligence at WPI, 2027. I benchmark retrieval for medical RAG on WPI's Turing cluster and build applied ML systems end to end.
Selected work
Benchmarking Retrieval for Medical RAG
Head-to-head evaluation of sparse, dense and graph-based retrieval on a PubMed medical corpus, run at scale on WPI's Turing cluster.
- nlp
- information-retrieval
- medical
- rag
- tf-idf
Featured
DropScout
Competition-intelligence dashboard that scrapes three marketplaces in parallel and rolls listings into a 0–100 product competition score.
- tabular
- web-systems
- information-retrieval
- weighted-scoring
- async-scraping
02 / Trajectory
Jan 2023 to now
Degree and roles on one axis rather than two separate lists. The overlap is the point: the coursework and the paid work happen at the same time.
Education
Roles
- Worked with PhD students assessing medical Retrieval-Augmented Generation (RAG) systems for accuracy and reliability.
- Built and ran benchmarking workflows through SCT-Bench and a PubMed-based medical corpus from Hugging Face.
- Executed large-scale benchmarking jobs for medical RAG systems on WPI's Turing ARC cluster with Slurm.
- Tailored and validated 200+ complex mathematical and logic-based prompts to benchmark LLM reasoning capabilities.
- Carried out in-depth assessments of AI technologies to ensure efficiency and user satisfaction.
- Collaborated with teams of AI trainers to maintain quality standards across training datasets.
- Developed user stories and end-to-end stakeholder analysis of the Appalachian Mountain Club.
- Facilitated guided interviews and meetings with stakeholders at every level, from executive leadership through to staff and customers.
- Collaborated within a fast-moving Agile environment with strict report and deliverable deadlines.
Education
-
BS in Computer Science, MS in Artificial Intelligence
Worcester Polytechnic Institute
Aug 2023 – May 2027 (expected)
Roles
-
RAG Model Researcher
Worcester Polytechnic Institute
Jan 2026 – present · ongoing
- Worked with PhD students assessing medical Retrieval-Augmented Generation (RAG) systems for accuracy and reliability.
- Built and ran benchmarking workflows through SCT-Bench and a PubMed-based medical corpus from Hugging Face.
- Executed large-scale benchmarking jobs for medical RAG systems on WPI's Turing ARC cluster with Slurm.
-
Remote Mathematics AI Trainer
Outlier
Jan 2023 – Dec 2025
- Tailored and validated 200+ complex mathematical and logic-based prompts to benchmark LLM reasoning capabilities.
- Carried out in-depth assessments of AI technologies to ensure efficiency and user satisfaction.
- Collaborated with teams of AI trainers to maintain quality standards across training datasets.
-
Research & Strategy Consultant
Appalachian Mountain Club
Jan 2025 – Dec 2025
- Developed user stories and end-to-end stakeholder analysis of the Appalachian Mountain Club.
- Facilitated guided interviews and meetings with stakeholders at every level, from executive leadership through to staff and customers.
- Collaborated within a fast-moving Agile environment with strict report and deliverable deadlines.
-
Code Sensei
Code Ninjas
Jan 2024 – present · ongoing
Skills
Rows are skills, columns are the projects on this site. A filled cell means that project's stack, methods, or domains genuinely include that skill, cross-referenced from the same frontmatter that drives the case studies, not self-rated. An empty row isn't a claim about how a skill was learned; it just means nothing here demonstrates it yet.
22 of 41 skills have at least one filled cell below
| Skill | DropScout | HouseHub | Model Builder | MordBot | Benchmarking Retrieval for Medical RAG | RNN Pop Music Generation | Research Position Portal |
|---|---|---|---|---|---|---|---|
| Languages | |||||||
| Python | used in DropScout | used in HouseHub | used in Model Builder | used in MordBot | used in Benchmarking Retrieval for Medical RAG | used in RNN Pop Music Generation | used in Research Position Portal |
| Java | |||||||
| TypeScript | used in DropScout | used in Model Builder | |||||
| C | |||||||
| C++ | |||||||
| C# | |||||||
| SQL | |||||||
| Assembly | |||||||
| Bash | |||||||
| HTML | used in HouseHub | used in Research Position Portal | |||||
| CSS | used in HouseHub | used in Research Position Portal | |||||
| Frameworks | |||||||
| PyTorch | used in MordBot | used in Benchmarking Retrieval for Medical RAG | used in RNN Pop Music Generation | ||||
| Hugging Face | used in MordBot | used in Benchmarking Retrieval for Medical RAG | |||||
| scikit-learn | used in Model Builder | ||||||
| LightGBM | used in Model Builder | ||||||
| FastAPI | used in DropScout | used in Model Builder | |||||
| Flask | used in HouseHub | used in Research Position Portal | |||||
| React | used in DropScout | used in Model Builder | |||||
| Next.js | used in Model Builder | ||||||
| SQLAlchemy | used in HouseHub | used in Model Builder | used in Research Position Portal | ||||
| Flask-Migrate | used in Research Position Portal | ||||||
| pytest | |||||||
| music21 | used in RNN Pop Music Generation | ||||||
| Tailwind | used in DropScout | used in Model Builder | |||||
| Bootstrap | used in HouseHub | used in Research Position Portal | |||||
| .NET | |||||||
| Azure OCR | |||||||
| Tools | |||||||
| Git | |||||||
| GitHub | |||||||
| Docker | used in DropScout | used in Research Position Portal | |||||
| AWS (EC2, RDS) | used in Research Position Portal | ||||||
| Slurm | used in Benchmarking Retrieval for Medical RAG | ||||||
| PostgreSQL | used in DropScout | ||||||
| Linux | |||||||
| Unity Engine | |||||||
| Android SDK | |||||||
| Agile | used in Research Position Portal | ||||||
| Vim | |||||||
| VS Code | |||||||
| IntelliJ | |||||||
| VirtualBox | |||||||
Education
Worcester Polytechnic Institute
BS in Computer Science, MS in Artificial Intelligence
GPA
3.90 / 4.0
- honor Dean's List (2023 – present)
- honor Presidential Scholarship
Coursework 10
- 01 Software Engineering
- 02 Machine Learning
- 03 Intro to AI
- 04 Algorithms
- 05 Operating Systems
- 06 Databases
- 07 Software Security
- 08 Cryptography
- 09 Systems Programming
- 10 Assembly Language