This project demonstrates how to build a Convolutional Neural Network (CNN) model to enhance low-light images. Using a combination of CNN layers, we aim to transform dark and noisy images into more vibrant and clear ones. The project uses the LOL dat...
Table of Contents Introduction Understanding the Project Requirements Project Overview Dataset Preparation and Analysis Data Preprocessing Loading and Resizing Images Normalization and Label Encoding 6. Designing the Convolutional Neural N...
Table of Contents Introduction Understanding the Dataset Data Wrangling and Cleaning Exploratory Data Analysis (EDA) Unsupervised Learning Techniques K-Means Clustering Principal Component Analysis (PCA) Autoencoders 6. Visualizing Custom...
Table of Contents Introduction Overview of Object Detection and Tracking Introduction to YOLOv8 and DeepSORT 2. Project Setup Cloning the Repository Setting Up the Development Environment 3. Implementation Steps Downloading and Organizing ...
Table of Contents Introduction Project Overview Tools and Libraries Setting Up the Project Cloning the Repository Data Collection Training the Model Creating the Web App 5. Coding the Emotion Detection Logic Emotion Processor Class Load...
Table of Contents Introduction Understanding the Dataset Setting Up the Environment Clone the GitHub Repository Install Dependencies Load the Dataset Run the Jupyter Notebook 4. Data Preprocessing Handling Missing Data and Categorical Var...
Table of Contents Introduction Key Areas of Anomaly Detection in Building Management 2.1 Proactive Maintenance 2.2 Energy Efficiency 2.3 Occupant Comfort 3. Understanding the Algorithms 3.1 Angle-Based Outlier Detector (ABOD) 3.2 Gaussian ...
Table of Contents Introduction Understanding Time Series Data Project Overview Data Preparation Loading and Inspecting the Data Visualizing the Data 5. Feature Engineering Extracting Time-Based Features Implementing Feature Engineering ...
Printed Circuit Boards (PCBs) are essential components in modern electronics, providing the foundational structure for electronic circuits. With the increasing complexity of electronic devices, ensuring the quality and reliability of PCBs has become ...
