How to Delete Data in the Database Using PHP/MySQLi
Today, you will learn How to Delete Data in the Database Using PHP/MySQLi. This method will show you on how to Delete Data into Database with the use of delete …
How to Calculate Age using VB.Net
How to Calculate Age using VB.Net This tutorial is all about How to Calculate Age using VB.Net. With this tutorial you can Calculate Age using VB.Net. easily. So let’s get started: If …
How to Count or Calculate Days in Visual Basic.Net
This tutorial is all about How to Count or Calculate Days in Visual Basic.Net. With this tutorial you can Count or Calculate Days in Visual Basic.Net easily. In this article, I’ll show …
Delete Data using MySQL Database and Java with Netbeans IDE
This tutorial entitled Delete Data using MySQL Database and Java with Netbeans IDE will help you on how to create a Delete features using your Java and Netbeans. This is the …
Create a Simple Forum Using PHP/MYSQL
Good day everyone! Today, I will teach you how to create a SIMPLE FORUM Using PHP/MYSQL. This tutorial gives a big help for all web developers who wants to develop …
How to Stretch Image Using CSS
If you are having a hard time onHow to Stretch Image Using CSS, this tutorial will surely help you with your problem and it works well. The method that you …
Clear Text Field Element in Java
Clear Text Field Element in Java This tutorial will help you on how to clear a text field element in Java. This feature is used in most applications that holds …
Save Data to MySQL in Java using Netbeans
This tutorial entitled “Save Data to MySQL in Java using Netbeans” will help you to understand on how you can create a program that can save data to MySQL database …
How to Update Data into Database Using PHP/MySQLi
Today, you will learn How to Update Data into Database Using PHP/MySQLi. This method will show you on how to Update Data into Database with the use of update query statement in PHP …
Photo Gallery With Album Using PHP/MYSQL
This tutorial is about creating Photo Gallery With Album Using PHP/MYSQL. Some gallery tutorials commonly for uploading and displaying only the photo. In this tutorial, we add some twist in …
Create MySQL Connection in Java
This tutorial entitled Create MySQL Connection using Java is a part of “CRUDS” application that uses MySQL Database. By completing this tutorial, you will understand on how to create a MySQL …
How to Search Items in Listbox Using VB.Net
This tutorial is all about How to Search Items in Listbox Using VB.Net. With this tutorial you Search Items in Listbox Using VB.Net easily. So let’s get starte Other articles you might …
Replace Character Using PHP With Source Code
Good day everyone! This time, I am just going to teach you some basic tutorial for replacing characters. But before that, I have a simple question to you. Do you …
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.