typeerror ‘encoding’ is an invalid keyword argument for this function
One of the common errors we may encounter is the “typeerror: ‘encoding’ is an invalid keyword argument for this function“. Wherein it is not uncommon for a Python developer to …
[Fixed] TypeError: Object Of Type Float32 Is Not Json Serializable — 2026 Guide
When working with JSON data in Python, you may encounter the TypeError: Object of type float32 is not JSON serializable error. This error occurs when you try to convert a …
Attributeerror: module ‘collections’ has no attribute ‘iterable’
Have trouble fixing “Attributeerror: module ‘collections’ has no attribute ‘iterable’” in your python code? Worry no more, because this article is for you. In this article, we will discuss the …
Typeerror bad operand type for unary float [SOLVED]
![Typeerror bad operand type for unary float [SOLVED]](https://itsourcecode.com/wp-content/uploads/2023/03/typeerror-bad-operand-type-for-unary-float-768x473.png)
In this article, you will be able to learn how to solve the “typeerror bad operand type for unary float” error. What do you think this error is, and why …
Typeerror json.stringify is not a function [SOLVED]
How to fix the “typeerror json.stringify is not a function” error message that usually occurs while working with JavaScript. If this serendipitous error “json.stringify is not a function” occurs while …
typeerror an integer is required got type bytes
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Attributeerror: set object has no attribute items [SOLVED]
![Attributeerror: set object has no attribute items [SOLVED]](https://itsourcecode.com/wp-content/uploads/2023/04/attributeerror-set-object-has-no-attribute-items-768x473.png)
What is attributeerror: set object has no attribute items? What is the cause of this error? In this article, allow us to discuss with you what this error is, what …
Module ‘urllib’ has no attribute ‘urlopen’
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Attributeerror: module ‘numpy’ has no attribute ‘object’
When working NumPy, one of the errors is “AttributeError: module ‘numpy’ has no attribute ‘object’”. Technically, this could be challenging especially for beginners to solve. So in this article, we …
Attributeerror module has no attribute
In this article, we will discuss the possible causes of “Attributeerror module has no attribute”, and provide solutions to resolve the error. But before that let us know first What …
Typeerror: this.clienginector is not a constructor [SOLVED]
In this article, we will guide you on how to troubleshoot the “typeerror: this.clienginector is not a constructor” error message. This error message happens when you work with JavaScript, and …
typeerror: invalid type promotion
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Attributeerror: __enter__ [SOLVED]
Are you dealing with Attributeerror: __enter__? In this article, we will know its causes and at the same time provide each solution. But before we jump into the solution, let’s …
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.