Mastering the Operations of JavaScript XOR
One of the structural operations in JavaScript is the XOR (exclusive OR) operation. Mastering the operations of XOR JavaScript is important for any developer looking to take their skills to …
valueOf() JavaScript: Exploring Syntax & Real-World Scenarios
One of the essential functions in JavaScript is valueOf(). Are you interested in learning how to use this method? Do you want to know about its syntax and how it …
Enhancing User Experience with Yes/No Alert in JavaScript
In today’s technological world, user experience plays an important role in the success of any website or application. It is necessary to provide users with a smooth and interactive experience …
Unexpected End Of Input Javascript | Fixing & Preventions
One such error is the “Unexpected End Of Input JavaScript” error. By any chance are you looking at how to fix this Unexpected end of input in JavaScript? What are …
Understanding the getInfo() method in JavaScript: Beginners Guide
In this article, we will delve into understanding the getinfo () method in JavaScript. We know that JavaScript has a wide range of methods and functions to help developers manipulate and extract …
Cannot Read Property of Undefined Javascript | Fixed
Are you experiencing the error message “Cannot Read Property of Undefined” in JavaScript? Are you wondering what this error means and why it might be occurring? Well, in this article …
How to get last element of array in JavaScript
In this article, I will going to show on how to get the last element of an array in JavaScript, exploring different methods and provide practical example codes. Methods to …
How to fix fatal JavaScript invalid size error 169220804?
There are times when we are running our code in JavaScript we often encounter the fatal JavaScript invalid size error 169220804. We cannot deny the fact that we usually encounter …
How to create a stopwatch in JavaScript
Are you looking to add a stopwatch feature to your website or web application? You’ve come to the right place! In this article, we will show you how to create …
How to Create a Delete Button in JavaScript?
Today, we will explore how to create a delete button in JavaScript. One of the dominant things we should know is creating a delete button that lets users remove unwanted elements …
How to animate number increase in JavaScript?
Wondering how to animate number increase in JavaScript? This article is indeed for you! In this article, we will explore different techniques and approaches to animating number increases or animating number counters in JavaScript. We will …
How to disable button in JavaScript
One of the common work that developers often encounter is disabling buttons based on the expected conditions. In this article, we will discuss the different techniques and methods to disable …
How To Clone Array JavaScript? | 5 Methods
Have you ever wished for a simple way to create an exact copy of an array in JavaScript? Well, you’re in luck! Clone an array In JavaScript allows you to …
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.