Typeerror exceptions must derive from baseexception
Are you having Typeerror exceptions must derive from baseexception error while raising class with raise keyword? Well, this error typically occurs when we raise an exception that is not an …
Typeerror expected str bytes or os.pathlike object not nonetype
Have you ever encountered an error, like “TypeError: expected str, bytes or os.PathLike object, not NoneType”? If so, don’t worry, you’re not alone. This expected str, bytes or os.PathLike object, …
Typeerror object of type decimal is not json serializable
In this article, we will discuss in detail how to fix “typeerror object of type decimal is not json serializable.” Encountering this error is usually confusing, especially if you’re new …
typeerror: this.getoptions is not a function
In the world of programming, most of all the developers often encounters error. One of the common error is typeerror: this.getoptions is not a function. This error typically occur when …
Typeerror: ‘float’ object cannot be interpreted as an integer
Having trouble figuring out the typeerror: ‘float’ object cannot be interpreted as an integer? Read through the end of this article and let this be an aid to reduce your …
Typeerror argument of type int is not iterable
Do you encounter “Typeerror argument of type int is not iterable” in your Python code? And you don’t know how to fix it? Then, this article is for you. Through …
Typeerror can only concatenate str not nonetype to str
In this article, we will discuss what the typeerror: can only concatenate str not nonetype to str error message means and why it occurs. We will also provide some solutions …
Typeerror not supported between instances of nonetype and int
Are you stuck with this “typeerror not supported between instances of nonetype and int”? In this article, we’ll show you how to resolve this “not supported between instances of ‘nonetype’ …
Typeerror: ‘dict’ object is not callable [SOLVED]
![Typeerror: dict object is not callable [SOLVED]](https://itsourcecode.com/wp-content/uploads/2023/04/typeerror-dict-object-is-not-callable-768x473.png)
Having a hard time fixing the typeerror: ‘dict’ object is not callable in Python? Worry no more, as through this article, you will be able to fix the said error …
Typeerror: set object is not subscriptable
Are you trying to access a specific element in a set using indexing or slicing, only to be met with a “TypeError: ‘set’ object is not subscriptable”? Don’t worry, you’re …
Typeerror: not enough arguments for format string
Have an error “Typeerror: not enough arguments for format string” in your Python code? And doesn’t know how to fix it? Lucky you are because this article is for you. …
Not all arguments converted during string formatting [FIXED]
![Not all arguments converted during string formatting [FIXED]](https://itsourcecode.com/wp-content/uploads/2023/04/typeerror-not-all-arguments-converted-during-string-formatting-768x473.png)
Finding a solution to the typeerror: not all arguments converted during string formatting? Do not worry, and read through the end of this article to find answers to your questions. …
typeerror require is not a function
Coding is an exciting and challenging responsibility that requires patience, skill, and attention to detail. However, even the most experienced developers will encounter errors while coding, and one of the …
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.