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 …
Machine Learning Projects with Source Code: 23+ Free AI & CV Capstones for BSIT Students (2026)
itsourcecode.com hosts 23+ free Machine Learning capstone projects with full source code (2026): the technical foundation under our broader AI Projects hub. This collection focuses on the algorithm-level patterns (CNN, classification, recommendation systems, computer vision) that make up the building blocks of larger AI capstones. For higher-level capstones using LLMs, RAG, and agents, browse the parent AI Projects hub. For pure computer vision projects, see OpenCV Projects.
Why an AI/ML capstone wins the 2026 defense
Three reasons “AI” labeled capstones consistently outscore traditional management systems with the same effort: (1) Panel novelty bias: 2026 panels see 80% management systems. An AI project stands out before you even start defending. (2) Demo-friendly: face/hand/pose detection runs live in front of the panel with a webcam. Panels can verify the system works on the spot. (3) Industry relevance: every employer in 2026 wants AI experience. A capstone you can show in interviews compounds far longer than a school management system.
Featured ML/AI projects by capability
👤 Face & Identity (computer vision)
Extract Faces From Image
Eye Blink Counting Detection
✋ Hand, Pose & Body Tracking (MediaPipe)
Hand Landmark Detection
Volume Control via Hand Detection
Brightness Control via Hand Detection
Human Pose Estimation
Holistic Detection (body + face + hands)
📄 Document & Text Recognition
Document Scanner
Handwritten Digit Recognition (CNN)
Barcode and QR Code Reader
🚗 Driving & Lane Detection
Lane Detection (self-driving demo)
🎨 Image Processing & Filters
Canny Edge Detection
Live Sketch from Webcam
Cartoonify an Image
Image Blending
📐 Measurement & Geometric Analysis
Object Size Measurement
Angle Finder
Warp Perspective Transform
Shapes Detection
🎥 Capture, Display & Interaction
Screen Recorder
TrackBar (parameter tuning UI)
Mouse Click Event Handling
Pixel Picker
About this Machine Learning projects collection
Curated since 2015 by PIES Information Technology Solutions, Binalbagan, Negros Occidental, Philippines. Each project tested on Python 3.10+ with current OpenCV + MediaPipe before publishing. Used by 12,000+ BSIT students monthly.
Related capstone project collections
OpenCV Projects with Source Code, 45+ Python computer vision capstones (sister collection)
Deep Learning Projects, thesis-grade DL capstones
Best Python Projects with Source Code, 250+ Python capstones (parent collection)
Django Projects with Source Code, 110+ Django capstone web systems (pair ML model with Django UI)
Final Year Projects, capstone packages with documentation, including AI capstone ideas
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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 …
Eye Blink Counting Detection OpenCV Python With Source Code
Eye Blink Counting Detection OpenCV Python With Source Code This Eye Blink Counting Detection OpenCV Python was developed using Python OpenCV with Source Code. We are going to build upon …
Human Pose Estimation OpenCV Python With Source Code
Human Pose Estimation OpenCV Python With Source Code This Human Pose Estimation OpenCV Python was developed using Python OpenCV with Source Code, a Deep Learning Python Project using OpenCV. In …
Hand Landmark Detection OpenCV Python With Source Code
Hand Landmark Detection OpenCV Python With Source Code The Hand Landmark Detection OpenCV Python was developed using Python OpenCV, In this Python Project With Source Code we are going to …
Document Scanner OpenCV Python With Source Code
Document Scanner OpenCV Python With Source Code The Document Scanner OpenCV Python was developed using Python OpenCV, the scanner takes a poorly scanned image, finds the corners of the document, …
Screen Recorder OpenCV Python With Source Code
Screen Recorder OpenCV Python With Source Code The Screen Recorder OpenCV Python was developed using Python OpenCV, Python is a widely used general-purpose language. It allows performing a variety of …
Pixel Picker OpenCV Python With Source Code
Pixel Picker OpenCV Python With Source Code The Pixel Picker OpenCV Python was developed using Python OpenCV, This post will be helpful in learning OpenCV using Python Programming. The goal …
Warp Perspective OpenCV Python With Source Code
Warp Perspective OpenCV Python With Source Code This Python Project With Source Code will show you how to apply warping transformations to obtain a “birds-eye-view” of given cards image. From …
Angle Finder OpenCV Python With Source Code
Angle Finder OpenCV Python With Source Code The Angle Finder OpenCV Python was developed using Python OpenCV with Source Code we will learn How To Create The Project Using OpenCV …
Canny Edge Detection OpenCV Python With Source Code
Canny Edge Detection OpenCV Python With Source Code The Canny Edge Detection OpenCV Python Code was developed using Python OpenCV, This Canny Edge Detector is a multi-step algorithm used to …
Frequently Asked Questions
Are these ML projects free for capstone and thesis use?
Yes. All projects are free to download, modify, and submit. No attribution required for academic use. Most are MIT-licensed. The underlying libraries (OpenCV, MediaPipe, TensorFlow, scikit-learn) are open source and free for any purpose.
Do I need a GPU for these projects?
No. Every project here runs on CPU. The face/hand/pose models use MediaPipe — designed for real-time CPU inference. The handwritten digit recognition CNN trains on CPU in under 5 minutes with MNIST. If you want to add a custom-trained model later, use Google Colab's free GPU for training and ship CPU inference in your capstone.
What is the difference between Machine Learning, Deep Learning, and Computer Vision?
Machine Learning is the broad field; algorithms that learn patterns from data (decision trees, k-means, SVM, neural networks). Deep Learning is a subset of ML using multi-layer neural networks (CNNs, Transformers). Computer Vision is the application domain (images and video); typically uses ML or deep learning under the hood. Most projects here are CV applications using pretrained deep-learning models. We have a separate Deep Learning Projects category for thesis-grade DL work.
Can I pass an ML/AI project as a full capstone?
Yes — if you wrap the core ML capability in a real-world application with users, data persistence, and reports. Examples: Face Recognition Attendance System (face detection plus database plus reports), Drowsiness Alert for Drivers (eye-blink detection plus audio alert plus log dashboard). Standalone ML demos without a domain shell are too thin for capstone scope.
OpenCV vs MediaPipe vs TensorFlow — when to use each?
OpenCV for video I/O, image processing (filters, edges, blending), and Haar-cascade detection. MediaPipe for state-of-the-art face/hand/pose landmark detection — designed for real-time CPU. TensorFlow / PyTorch for training custom models (image classification, custom object detection). Most projects here use OpenCV plus MediaPipe together — install: pip install opencv-python mediapipe.
What if Python 3.13 breaks OpenCV / MediaPipe?
Downgrade to Python 3.11 or 3.12 — stable wheels available for both. Python 3.13 dropped distutils and some ML library wheels lag behind. Use pyenv (macOS/Linux) or pyenv-win to manage multiple Python versions side-by-side.
How often is this ML projects list updated?
New ML/AI projects are added regularly. Last refreshed May 2026. 2026 additions: YOLO v8/v9 object detection, MediaPipe Tasks API, LangChain RAG demos.