Resume Screening AI Capstone Project (NLP + Python)
Resume screening AI is one of the most common HR capstone proposals in 2026 and one of the most ethically loaded. Panels will ask about bias before they ask about …
AI Projects with Source Code — 50+ Free Capstones (2026)
How to choose an AI project for your capstone
AI is the strongest capstone category in 2026 because panels assume AI projects are innovative almost by default. But that assumption cuts both ways. If your AI is just a buzzword in the title, the panel will see through it in five minutes. Pick a project where the AI is actually doing the work, not decorating it.
Start by picking a category that matches your current skill level. If you have written one or two Python scripts before, a Spam Classifier or House Price Predictor is the cleanest entry point. If you are comfortable with Python and want a stronger resume, a Face Recognition Attendance System or Sentiment Analysis Dashboard is the sweet spot. If you have time and ambition, a RAG-Based Document Assistant or Sign Language Recognition system is what hiring managers in 2026 are actively searching for.
This hub is the umbrella over Machine Learning Projects (23+ algorithm-level capstones — CNN, classification, recommendation, computer vision) and the new posts in this AI hub itself (modern LLM, RAG, and agent-based capstones). For pure computer vision focus, see OpenCV Projects.
Every project listed below comes with downloadable source code, an ER diagram, a DFD, and a documentation outline ready for your capstone defense. We test each project on a fresh machine before publishing.
Featured AI project categories
- Generative AI and LLM — RAG document Q and A, AI resume screening, multilingual voice chatbots, quiz generators from PDF notes, smart email reply assistants.
- Computer Vision — Face recognition attendance, driver drowsiness detection, license plate recognition, sign language recognition, YOLO object detection, age and gender detection.
- NLP and Sentiment Analysis — Product review sentiment dashboards, spam email classifiers, news article summarizers, fake news detectors, mental health support chatbots.
- Machine Learning Prediction — Customer churn prediction, house price predictor, credit card fraud detection, loan eligibility, student performance forecasting, air quality index.
- Healthcare AI — Pneumonia X-ray detection, disease symptom checker, diabetes risk predictor, skin lesion classifier, heart disease dashboard, IoT vitals monitoring.
- Recommendation Systems — Movie recommender, book recommendation app, e-commerce product recommender, music playlist generator, career path recommender for students.
About this AI projects collection
This collection is built and maintained by working developers at PIES Information Technology Solutions in Binalbagan, Negros Occidental, Philippines. We focus on BSIT capstone projects because that is where free tutorial sites consistently fail students. They give you a Jupyter notebook and stop. Our projects always include the ER diagram, DFD, use case diagram, and chapter-by-chapter documentation that your panel actually grades you on.
Every project is tested before publishing. If a project does not run on a clean install, we fix it before listing it here. If you find a project that does not work, message us through the Contact page and we will patch it within 48 hours.
Related project categories
- Python Projects with Source Code — every AI project on this page is built on Python foundations.
- PHP Projects with Source Code — pair an AI microservice with a PHP front-end for a hybrid capstone.
- Java Projects with Source Code — for programs that require Java.
- Final Year Projects (FYP) — the full library of capstone ideas, including 150 latest 2026 picks.
- UML Diagrams — DFD, ER, Class, Use Case, Activity, Sequence templates for your defense.
- Database Design Projects — sample schemas for your AI project’s data layer.
Sentiment Analysis Capstone Project in Python (Free Source Code)
Sentiment analysis is the most over-attempted NLP capstone in the country. Every batch has at least one group that says “we’re doing sentiment analysis” and every panel mentally rolls their …
Stock Price Prediction Capstone Project (LSTM + Python Source Code)
Stock prediction is one of the most common AI capstone proposals in 2026 and one of the most commonly rejected. The reason is almost always the same. Student walks into …
Medical Diagnosis Capstone Project Using Machine Learning (Python)
Medical ML capstones are a panel-favorite when framed correctly. They’re also a panel-killer when framed wrong. The students who get medical capstones rejected aren’t the ones with weak code. They’re …
Crop Disease Detection Using CNN (Capstone Project + Source Code)
Agri-tech capstones are panel-favorites in 2026. Especially in the Philippines and India, where almost every BSIT student has a relative who farms, or an uncle who lost half a rice …
LangChain Capstone Project in Python (Free Source Code)
LangChain is the easiest way to build a capstone where the LLM doesn’t just answer questions — it actually does things. Searches your documents. Queries your database. Books a calendar …
How to Build a RAG Capstone Project (Step-by-Step with Code)
RAG is the most-approved LLM capstone pattern in 2026. Panels approve it because the engineering is real. Students approve it because once you understand the four steps, it’s not hard. …
Image Classification Capstone Project in Python (CNN + Source Code)
Image classification capstones are some of the most fun to defend. The panel watches you upload a photo, the screen lights up with the correct class and a confidence score, …
Chatbot Capstone Project in Python (Free Source Code + Docs)
Most chatbot capstones we see fail in defense for the same reason. The panel asks “what model did you train?” and the team looks at each other for a second …
Holistic Detection OpenCV Python With Source Code
Holistic Detection OpenCV Python With Source Code The Holistic Detection OpenCV Python was developed using Python OpenCV, this Python OpenCV Project With Source Code we are going to do HOLISTIC …
Volume Control With Hand Detection OpenCV Python With Source Code
Volume Control With Hand Detection OpenCV Python With Source Code The Volume Control With Hand Detection OpenCV Python was developed using Python OpenCV, In this Python OpenCV Project With Source …
Brightness Control with Hand Detection OpenCV Python Source Code
Brightness Control With Hand Detection OpenCV Python With Source Code This Brightness Control With Hand Detection OpenCV Python With Source Code was developed using Python OpenCV. In this Python OpenCV …
Extract Faces From Image OpenCV Python With Source Code
Extract Faces From Image OpenCV Python With Source Code This Extract Faces From Image OpenCV Python was developed using Python OpenCV with Source Code. Images make up a large amount …
Frequently Asked Questions
Which AI project is best for a final-year BSIT resume in 2026?
In 2026, employers strongly favor projects that involve RAG (Retrieval-Augmented Generation) or real-time computer vision such as object tracking. They prove you can work with modern LLMs and traditional AI frameworks. Solid picks are a RAG Document Q and A Assistant, an AI Resume Screening System, or a License Plate Recognition app. Pair the chosen project with a clear problem statement, a polished demo video, and a one-page architecture diagram on your resume.
Can I build these AI projects without a powerful laptop or GPU?
Yes. Train and deploy every project on this page using Google Colab or Kaggle Kernels, both of which provide free GPU access. HuggingFace Spaces also offers free hosting for AI demos. You only need a working laptop and a stable internet connection. For computer vision projects, a 720p webcam is enough for the demo. For LLM-based projects, the API keys from OpenAI, Google AI Studio, or Anthropic have generous free tiers for student use.
Do these AI projects include full source code and capstone documentation?
Yes. Each linked project below comes with downloadable source code, an ER diagram, a DFD, a use case diagram, and a chapter-by-chapter documentation outline ready for your capstone defense. Unlinked items are concepts you can build using our Python and PHP tutorials. We publish new AI projects every week, so check back if your specific topic is not yet covered. All source code is tested before publishing by working developers in the Philippines.
What is the easiest AI project for a beginner with no prior machine learning experience?
Start with a Spam Email Classifier or a House Price Predictor. Both use small public datasets, require only basic Python, and let you focus on the core data-clean, train, test, deploy loop without getting lost in deep learning math. Once you have one working end-to-end, scale up to a Sentiment Analysis Dashboard or a Face Recognition Attendance System. Building two simple projects beats half-building one ambitious one.
How do I make my AI project unique so the panel does not reject it as too common?
Use the Domain Fusion trick: combine a standard AI project with a specific industry, location, or audience. Instead of a generic Sentiment Analyzer, build Sentiment Analysis for Filipino Bus Service Reviews. Instead of a generic Disease Predictor, build AI Injury Risk Predictor for Local Basketball Leagues. A narrow, local angle beats a generic global one every time in capstone defense. Panels reward students who solve a real, named problem for a real, named user group.