{"product_id":"phishing-detection-using-content-based-image-classification","title":"Phishing Detection Using Content-Based Image Classification","description":"Phishing Detection Using Content-Based Image Classification is an invaluable resource for any deep learning and cybersecurity professional and scholar trying to solve various cybersecurity tasks using new age technologies like Deep Learning and Computer Vision. With various rule-based phishing detection techniques at play which can be bypassed by phishers, this book provides a step-by-step approach to solve this problem using Computer Vision and Deep Learning techniques with significant accuracy.The book offers comprehensive coverage of the most essential topics, including:\u003cul\u003e   Programmatically reading and manipulating image data  Extracting relevant features from images  Building statistical models using image features  Using state-of-the-art Deep Learning models for feature extraction  Build a robust phishing detection tool even with less data  Dimensionality reduction techniques  Class imbalance treatment  Feature Fusion techniques  Building performance metrics for multi-class classification taskAnother unique aspect of this book is it comes with a completely reproducible code base developed by the author and shared via python notebooks for quick launch and running capabilities. They can be leveraged for further enhancing the provided models using new advancement in the field of computer vision and more advanced algorithms.\u003c\/ul\u003e","brand":"Taylor \u0026 Francis","offers":[{"title":"Default Title","offer_id":44559790833902,"sku":"9781032108537","price":89.6,"currency_code":"AUD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0630\/9612\/7726\/files\/9781032108537_c19776d6-f546-4eba-a21f-26953d249a2b.jpg?v=1705479852","url":"https:\/\/bookland.com.au\/products\/phishing-detection-using-content-based-image-classification","provider":"Book Land AU","version":"1.0","type":"link"}