Published 3/2024
MP4 | Video: h264, 1920×1080 | Audio: AAC, 44.1 KHz
Language: English | Size: 1.5 GB | Duration: 5h 27m
Deciphering the Digital Threatscape : Next-Gen Techniques in AI-Powered Malware Forensics
What you’ll learn
Malware Forensics
Malware Analysis, Intrusion and Prediction
Digital Forensics
Detection of Fileless Malware with AI
Detection of Stealthy Malware with AI
Cloud-Based Malware Analysis
Static Malware Analysis with AI
Malware Analysis with ChatGPT
Metamorphic Malware Analysis with AI
Malware Executable File Analysis with AI
Malware Forensics using AI
Malware Evasion Analysis
Requirements
Basic knowledge of Python will be good
Basic Knowledge of Machine Learning and AI will be good
But everything will be taught from the round up
Description
“Malware Forensics v4: AI & ChatGPT Mastery in Malware Analysis” is an advanced course meticulously designed to tackle the evolving menace of sophisticated malware through the lens of artificial intelligence (AI), deep learning (DL), and the groundbreaking capabilities of ChatGPT. This course is structured to arm cybersecurity professionals with the latest knowledge and practical skills required to decode, analyze, and effectively counteract an array of modern malware threats.Chapter 1: Advanced Detection of Fileless Malware – Integrating Memory Forensics with AI&DLDelve into the intricate world of Fileless malware detection, where AI and DL converge with memory forensics. Master the creation of real-time datasets for in-memory detection and explore algorithmic approaches for AI-driven malware analysis. Engage in a lab that develops automated deep learning strategies targeting elusive Fileless malware.Chapter 2: Advanced Detection of Stealthy Malware – Leveraging Memory Forensics & Deep LearningUnderstand how to unmask obfuscated malware using the combined strength of memory forensics and deep learning. Learn to detect stealthy threats by implementing cutting-edge deep learning methodologies in a hands-on lab environment.Chapter 3:Modernizing Future of Malware Defense – Automated Platforms and Sandbox SolutionsModernize your approach to malware defense with automated platforms and sandbox solutions. Discover how malware sandbox platforms can enhance enterprise security and how Fileless malware detection can be integrated within system architectures.Chapter 4: Advanced Malware Dynamics – Decoding & Analyzing Metamorphic MalwareEngage with the dynamics of metamorphic malware, utilizing advanced detection techniques and applying sequence-to-sequence models and graph neural networks (GNNs). Dive into malware classification through reverse engineering for CFGs and experience practical application in our specialized lab.Chapter 5: AI-Driven Analysis of Malware ExecutablesExplore a unified AI detection strategy for behavioral and executable malware. Gain hands-on experience detecting malware within executable files, leveraging the power of AI.Chapter 6: Innovative Effective Malware Analysis with ChatGPT – Strategies & TechniquesCapitalize on the multifaceted approach of ChatGPT for malware behavioral analysis. Incorporate ChatGPT into your workflow and deploy it for in-depth malware code behavior analysis through an interactive lab session.This course offers an exceptional blend of theory and hands-on experience, perfect for cybersecurity experts aspiring to be at the forefront of malware forensics. Join us to refine your expertise and stay one step ahead in the cybersecurity domain.
Overview
Section 1: Advanced Detection of Fileless Malware : Integrating Memory Forensics with AI&DL
Lecture 1 Decoding Fileless Malware: A Deep Dive into AI-Driven Detection Mechanisms
Lecture 2 Unraveling the Features of Fileless Malware for Effective Detection
Lecture 3 Advanced Techniques in Fileless Malware Detection
Lecture 4 Generating Real-Time Datasets for In-Memory Fileless Malware Detection
Lecture 5 Algorithmic Approaches in AI-Driven Fileless Malware Analysis
Lecture 6 Building Malware Detection Model:Utilizing Memory Forensics for Dataset Creation
Lecture 7 Lab:Developing Automated Deep Learning Strategies for Fileless Malware Detection
Section 2: Advanced Detection of Stealthy Malware:Leveraging Memory Forensics &DeepLearning
Lecture 8 Deep Learning’s Edge and Memory forensics in Unmasking Obfuscated Malware
Lecture 9 Detecting Obfuscated Malware Using Memory Forensics with Deep Learning
Lecture 10 Lab: Implementing Deep Learning for Enhanced Detection of Stealthy Malware
Section 3: Modernizing Future of Malware Defense :Automated Platforms and Sandbox Solutions
Lecture 11 Enhancing Malware Analysis through Advanced Automation Platforms
Lecture 12 Harnessing Malware Sandbox Platforms for Enhanced Enterprise Security Infrastruc
Lecture 13 Merging Defenses: How Fileless Malware Detection Integrates with System Architec
Section 4: Advanced Malware Dynamics : Decoding & Analyzing Metamorphic Malware
Lecture 14 Understanding Metamorphic Malware: Evolution, Behavior, and Defense
Lecture 15 Dissecting Metamorphic Malware -Understanding What Changes & What Stays the Same
Lecture 16 Advanced Techniques for Metamorphic Malware Detection
Lecture 17 Applying Sequence-to-Sequence models for Metamorphic Malware Analysis
Lecture 18 Exploring Control Flow Graphs and Graph Neural Networks
Lecture 19 Deep Dive into Malware Analysis using Control Flow Graphs & Graph Neural Network
Lecture 20 Metamorphic Malware Detection using Graph Neural Networks
Lecture 21 Lab: Metamorphic Malware Detection using Graph Neural Networks
Section 5: AI-Driven Analysis of Malware Executables
Lecture 22 Behavioral and Executable Malware: A Unified AI Detection Strategy
Lecture 23 Lab: Detecting Malware in Executable Files
Section 6: Innovative Effective Malware Analysis with ChatGPT : Strategies & Techniques
Lecture 24 Enhancing Malware Behavioral Analysis with ChatGPT
Lecture 25 Incorporating ChatGPT into the Malware Analysis Workflow
Lecture 26 ChatGPT’s Multifaceted Approach to Malware Analysis
Lecture 27 Lab: Deploying ChatGPT for In-Depth Malware Code Behavior Analysis
Anyone who want to enhance skills in cyber security threat detection,Any people who want to create added value to their cyber security business,Any one who want to start or pursue career in Digital Forensics,Any one who want to start or pursue career in Malware Forensics,Any one who want to start or pursue career in Malware Analysis,Anyone who want to enhance skills in Malware Analysis,Anyone who want to enhance skills in Cloud based Malware Analysis,Any one who are not satisfied with their job, but want to become Malware Analysis Expert,Any one who want to start or pursue career in AI & ChatGPT based Malware Forensics,Any one who want to enhance skills in AI & ChatGPT based Malware Detection and Analysis
Homepage
https://anonymz.com/?https://www.udemy.com/course/malware-forensics-v4ai-chatgpt-mastery-in-malware-analysis/