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The Art of Software Security Assessment: Identifying and Preventing Software Vulnerabilities by Mark Dow et al. https://www.amazon.com/dp/0321444426/ (https://www.amazon.com/dp/0321444426/)

This book will give you the fundamentals of application security testing.