Car Parking Management System Project in PHP Source Code
A Car Parking Management System Project In PHP makes the best use of parking spots and makes things run smoothly. It gives real-time information about car parking, such as the …
Session Timer PHP With Detailed Explanation
In PHP, session timer are responsible for the user activity on the web which checks if the user is still active or not. In addition, once the user is not …
Number System Conversion in C with Source Code
The Number System Conversion project in C is a consoled based application and created using c programming language. This system is a simple mini project and compiled in Code::Blocks IDE using GCC compiler. …
Document Management System Open Source PHP
A Document Management System Open Source PHP is a way to get documents, keep track of them, handle them, store them, and use less paper. Most can keep track of …
Farm Management System In PHP With Source Code
Farm Management System In PHP is a program used to keep track of what is going on on a farm. Farm Management Software makes a farm’s supply chain operations easier, …
Task Management System in PHP with Source Code
A Task Management System in PHP is used by an individual, a team, or an organization to organize and prioritize tasks that are related to a project so that they …
Human Resource Management System In PHP With Source Code
A Human Resource Management System In PHP is a set of software applications used to manage human resources and related processes throughout an employee’s lifecycle. Additionally, an HRMS or Human …
PHP Convert to String with Example
How to Convert String to Int in PHP? PHP convert to string is a method of the language to convert element values into another data type or to be specific, …
PHP Empty Function With Detailed Explanation
In PHP, empty() function is a special function that allows you to check if the variable is empty or has no value at all. In addition, this function is significantly …
PHP Array Search With Advanced Example
What is array_search in PHP? The array_search() in PHP is a built-in PHP function that searches for an array for a certain value and returns its appropriate key. But if …
PHP Trim Function With Examples
What is PHP trim() Function? The trim() function is a built-in function of PHP with the primary purpose of removing the whitespaces and excess characters from both sides of the …
Contact Management System Project in C with Source Code
This Contact Management System in C is a consoled based application created using c programming language. This system is a simple mini project and compiled in Code::Blocks IDE using GCC …
Car Rental System Project in C with Source Code
This Car Rental System in C is a consoled based application created using c programming language. This system is a simple mini project and compiled in Code::Blocks IDE using GCC …
Frequently Asked Questions
Are these deep learning projects free for capstone and thesis use?
Yes. All deep learning projects on this hub are free to download, modify, and submit. No attribution required for academic use. Most are MIT-licensed or include source-code packs with sample datasets and pretrained model weights.
What deep learning frameworks do I need installed?
Most projects use OpenCV (cv2) for video capture and image preprocessing, plus one of: TensorFlow / Keras (Caffe model loading via cv2.dnn, custom CNN training), PyTorch (research-style models, YOLO v5+, transformers), or MediaPipe (Google's optimized face/hand/pose detectors). Install with pip install opencv-python tensorflow keras torch torchvision mediapipe numpy. Python 3.10, 3.11, or 3.12 recommended (avoid 3.13 until all wheels catch up).
Do I need a GPU to run these deep learning projects?
For inference (running a pretrained model on your webcam): no, CPU runs at 15-30 FPS for most computer-vision tasks. For training a custom model on your own dataset: GPU strongly recommended (CPU works but is slow). Free GPU options: Google Colab Free (12-hour sessions, sufficient for most BSIT capstones), Kaggle Notebooks Free (30-hour weekly quota), Paperspace Free tier. No need to buy a $1000+ GPU just for a capstone defense.
Deep learning vs classical machine learning, which should I pick for my capstone?
Pick deep learning when your inputs are unstructured (images, audio, video, text) and you have 10,000+ training samples. Pick classical ML (random forest, SVM, logistic regression) for tabular data, small datasets (under 1,000 rows), or when you need explainable predictions for the panel. Many capstones combine both: deep learning for feature extraction (face embedding via FaceNet) plus classical ML on top (SVM classifier for identity matching).
Why is my OpenCV deep learning model running at 2 FPS?
Three usual causes: (1) Resolution too high, resize frames to 640x480 or 320x240 before inference. (2) Wrong cv2.dnn backend, set net.setPreferableBackend(cv2.dnn.DNN_BACKEND_OPENCV) and net.setPreferableTarget(cv2.dnn.DNN_TARGET_CPU). (3) Heavy model on weak hardware, swap YOLO v5 for MobileNet-SSD or use Haar cascades for simple face/eye detection. Also close other applications and disable laptop battery-save throttling.
Can I extend a single OpenCV demo into a full BSIT capstone?
Yes, and you should. A standalone webcam demo (face detection alone) is too narrow for capstone scope. Wrap it in a real system: face recognition becomes Real-Time Attendance System with PHP/MySQL dashboard, object detection becomes Smart CCTV Alert System with email notifications, drowsiness detection becomes Driver Monitoring System for fleet vehicles. Add user accounts, database logging, simple admin UI, and write Chapters 1-5 manuscript to satisfy panel requirements.
How often is this deep learning projects list updated?
New deep learning projects are added periodically as we receive student requests and new models become OpenCV-compatible. Last refreshed June 2026 with 19 vision-focused projects covering face recognition, object detection, traffic-sign classification, OCR, and more.