Python Machine Learning - Ad Click Fraud Detection Using Machine Learning - ClickMyProject скачать в хорошем качестве

Python Machine Learning - Ad Click Fraud Detection Using Machine Learning - ClickMyProject

The Python script presents a complete machine learning pipeline for detecting ad click fraud using both classical and deep learning methods. It starts by loading and preprocessing the datase (ad_click_fraud_dataset_updated.csv), removing unnamed columns and handling missing values. Feature engineering is performed by extracting temporal features from timestamps and calculating behavioral metrics like click speed and click rate. The data is split into features (X) and labels (y), then divided into training and testing sets.Two models are explored: a simplified Multi-Layer Perceptron (MLP) and a lightweight 1D Convolutional Neural Network (CNN). The MLP uses a small training subset, shallow architecture, and limited iterations to target moderate accuracy (~80%). The CNN employs a reduced training size (40% of training data), high dropout, and a compact design aiming for around 90% accuracy. Both models are evaluated on the test set, and their accuracies are compared using a bar chart. Additional visualizations include a histogram for exploratory data analysis. Finally, the trained MLP model is saved with Python’s pickle module for future use. Overall, the script demonstrates a controlled experiment to compare neural network approaches in fraud detection under deliberate constraints. Including Packages ======================= Base Paper Complete Source Code Complete Documentation Complete Presentation Slides Flow Diagram Database File Screenshots Execution Procedure Readme File Addons Video Tutorials Supporting Softwares Specialization ======================= 24/7 Support Ticketing System Voice Conference Video On Demand * Remote Connectivity * Code Customization ** Document Customization ** Live Chat Support * Toll Free Support * Call Us:+91 967-774-8277, +91 967-775-1577 Shop Now @ http://clickmyproject.com Chat Now @ https://bit.ly/3rzVhHE Visit Our Channel: https://bit.ly/3eY0h3M Mail Us: info@clickmyproject.com