Python lower() Method with Advanced Examples
What is Python lower? The lower() method in Python converts all the uppercase characters in a string to lowercase characters and returns a copy of it. If the given string …
No module named ‘sklearn.linear_model.logistic’
![No module named 'sklearn.linear_model.logistic' [SOLVED]](https://itsourcecode.com/wp-content/uploads/2023/03/modulenotfounderror-no-module-named-sklearn.linear_model.logistic-768x473.png)
Running into modulenotfounderror: no module named ‘sklearn.linear_model.logistic’ is a high probability when you are a developer. But don’t worry, we’re here to assist you in fixing that error. In this …
How to Use Python rstrip Method? | Advanced Examples
What is Rstrip() in Python? The rstrip() in Python is a method used to remove trailing spaces characters from the given argument. This method can omit a set of characters on the …
Modulenotfounderror: no module named ‘ruamel’
![Modulenotfounderror: no module named 'ruamel' [SOLVED]](https://itsourcecode.com/wp-content/uploads/2023/03/modulenotfounderror-no-module-named-ruamel-768x473.png)
I know how frustrating it is to encounter errors like modulenotfounderror: no module named ‘ruamel’ while working with a Python project. That’s the reason we’re here, ready to rescue you …
modulenotfounderror: no module named sklearn.externals.six
In this post, we will learn the solutions on how to solve the no module named ‘sklearn.externals.six’ What is sklearn.externals.six? The sklearn.externals.six module in the scikit-learn library provides compatibility between …
Easy Ways for Python List Concatenate with Example Codes
Python List Concatenate Python lists are used to store items that are all the same and to change those same items. Meanwhile, Python List Concatenation is the process of merging …
How To Lowercase Python String with Example Programs
What is lower() method in Python? The lower() method changes all the capital letters in a string into lowercase letters and returns the converted string. Syntax: For example: Output: lower() …
Modulenotfounderror: no module named psycopg2
![Modulenotfounderror: no module named psycopg2 [SOLVED]](https://itsourcecode.com/wp-content/uploads/2023/03/modulenotfounderror-no-module-named-psycopg2-768x473.png)
Finding it difficult to resolve the Python problem modulenotfounderror: no module named psycopg2? Don’t worry; we’ll show you how to fix this mistake in this article. The modulenotfounderror: no module …
Modulenotfounderror: no module named prettytable [SOLVED]
Are you looking for the solution to this error: “modulenotfounderror: no module named prettytable“? If yes, then continue to read on because in this article we are going to explain …
modulenotfounderror: no module named keras.objectives
In this tutorial, we will learn the solutions to resolve the error no module named keras.objectives. Alternatively, multiple programmers will install these modules (called “Keras”) into a different virtual environment. Running …
Modulenotfounderror: no module named simple_salesforce
Encountering a modulenotfounderror: no module named simple_salesforce error message in Python is normal, especially when you are new working on your project in Python. Luckily, this article provides a comprehensive …
What is Python iter Function? How to Use it With Examples
What is Python iter? The Python iter() function is used to return iterators from iterable objects such as lists, tuples, dictionaries, or sets). It simply means that you can convert …
modulenotfounderror: no module named worker airflow
In this article, we will discuss the solutions on how to resolve the modulenotfounderror: no module named worker airflow. What is worker airflow? In Airflow, the “worker” refers to a …
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.