Typeerror dump missing 1 required positional argument fp
Are you facing an error that reads “TypeError dump missing 1 required positional argument: fp”? In this article, we will explore the root cause of this error message and how …
Attributeerror: module ‘keras.optimizers’ has no attribute ‘adam’
The “Attributeerror: module ‘keras.optimizers’ has no attribute ‘adam’” is an error message that indicates that there is no attribute called “adam” in the “keras.optimizers” module. “adam” is a popular optimization …
[Fixed 2026] AttributeError: Module Numpy Has No Attribute Ndarray — Solution
This Attributeerror: module ‘numpy’ has no attribute ‘ndarray’ is a Python error message indicating that there is an issue with a code that is using the NumPy library. Specifically, it’s …
Attributeerror: ‘dict’ object has no attribute ‘iteritems’
Working with a project using Python 3 and running into the error attributeerror: ‘dict’ object has no attribute ‘iteritems’? Don’t worry, you’re not alone. Encountering this error is kind of …
Python Import Class From Another File with Examples
In this article, we are going to discuss some methods used on how python import class from another file. Why Do We Need To Import A Class From Another File …
typeerror: bufsize must be an integer [SOLVED]
If you’re a Python developer, you should have encountered the “bufsize must be an integer” error message. This error is usually common that will occur if you are trying to …
Attributeerror: ‘tensor’ object has no attribute ‘numpy’ [SOLVED]
Sometimes you’ll encounter this“attributeerror: ‘tensor’ object has no attribute ‘numpy’“ error message when working with PyTorch or TensorFlow. And it might get you frustrated, especially if you don’t know how …
Attributeerror: ‘str’ object has no attribute ‘keys’ [SOLVED]
The Python AttributeError is a common error that can mean different things. In this article, you’ll learn how to solve the Attributeerror: ‘str’ object has no attribute ‘keys’ error. This article will …
Attributeerror: ‘groupeddata’ object has no attribute ‘show’
Running into the error attributeerror: ‘groupeddata’ object has no attribute ‘show’? We understand how frustrating it is to run into this kind of error. So, in this article, we will …
typeerror an asyncio.future a coroutine or an awaitable is required
If you are running a Python program, you may encounter one of the error message “TypeError: An asyncio.Future, a coroutine, or an awaitable is required“. This error message is usually …
TypeError: bad operand type for unary ‘str’ [SOLVED]
In this article, we will provide solutions to typeError: bad operand type for unary ‘str’, example codes, and a discussion about this error. What is unary operators? Unary operators are …
Attributeerror: ‘nonetype’ object has no attribute ‘cursor’ [SOLVED]
Discover the solution for the “attributeerror: ‘nonetype’ object has no attribute ‘cursor’“ error message. In this article, we are going to explain in detail about a ‘”nonetype’ object has no …
Attributeerror: ‘list’ object has no attribute ‘join’
In any programming language, and developing programs we can’t avoid attribute errors like Attributeerror: ‘list’ object has no attribute ‘join’. Therefore in this article, we will find solutions, example codes, …
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.