Attributeerror: module ‘numpy’ has no attribute ‘bool’
In this article, we will look at solutions of attributeerror: module ‘numpy’ has no attribute ‘bool’. Also, we will know the causes of why this error possibly occurs. Before we …
Attributeerror: ‘dataframe’ object has no attribute ‘concat’ [SOLVED]
The “attributeerror: ‘dataframe’ object has no attribute ‘concat‘” error message usually occurs when the concat() function is called on a DataFrame object, but it doesn’t have that method. In addition …
Attributeerror: ‘_io.textiowrapper’ object has no attribute ‘split’
As a developer, you cannot prevent running into errors like attributeerror: ‘io.textiowrapper’ object has no attribute ‘split’. Hence, it is crucial to have knowledge and understanding of these errors. In …
attributeerror: ‘list’ object has no attribute ‘values’
One of the most common errors that Python programmers encounter is the AttributeError: ‘list’ object has no attribute ‘values’. In this article, we will discuss the solutions on how to …
Attributeerror: ‘api’ object has no attribute ‘search’ [SOLVED]
The “attributeerror: ‘api’ object has no attribute ‘search‘” is an error message that typically occurs when you are using Python. This error occurs due to an incompatible version of the …
Python Writelines – File writelines() Method
Python writelines() method adds a string to the file one at a time. The sequence can be any object that can be used over and over to make strings, usually a list of …
Python Remove Substring With Examples
In this article, we will learn about Python Remove Substring with the best explanation so that you can easily get the idea of removing a substring in a quick and easy way. …
Attributeerror: module ‘aiobotocore’ has no attribute ‘aiosession’
Are you facing the error AttributeError: module ‘aiobotocore’ has no attribute ‘aiosession’? Well, you are not alone. Hence in this article, we will find solutions, the causes, and a brief …
Attributeerror module datetime has no attribute now [Solved]
In this article, we will provide solutions for attributeerror module datetime has no attribute now an error. Asides from it we will give some example codes where in it fixes …
Module ‘keras.utils’ has no attribute ‘to_categorical’
Programmers or developers cannot avoid encountering errors like attributeerror: module ‘keras.utils’ has no attribute ‘to_categorical’. If you’re one of them, it is important for you to know and understand these …
How To Make Dino Game In Python Using PyGame
In this tutorial, I want to discuss How To Make Dino Game In Python Using PyGame, which we can learn with the help of Python Source Code. What is Dino …
attributeerror: module ‘importlib’ has no attribute ‘util’
In this article, we will provide you with a detailed solution on how to troubleshoot and fix this error attributeerror: module ‘importlib’ has no attribute util. Also, we’ll discuss what …
Attributeerror: str object has no attribute decode [SOLVED]
![Attributeerror: str object has no attribute decode [SOLVED]](https://itsourcecode.com/wp-content/uploads/2023/03/Attributeerror-str-object-has-no-attribute-decode-1-768x473.png)
If you’re a programmer or developer, it is inevitable to encounter errors like attributeerror: str object has no attribute decode. Hence, it is crucial to have knowledge and understanding of …
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.