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Cristian Pascariu
Generative AI is taking over multiple industry sectors including cyber. This course will teach you how to leverage generative AI to improve defensive capabilities.
Read more
Generative AI is taking over multiple industry sectors including cyber. This course will teach you how to leverage generative AI to improve defensive capabilities.
Read more
Generative AI is taking over multiple industry sectors including cyber. This course will teach you how to leverage generative AI to improve defensive capabilities.
Building and testing detections can become a time consuming task. In this course, Generative AI Techniques for Cyber Defense, you’ll learn to leverage generative AI to improve your abilities to build and test detections. First, you’ll explore the areas of opportunity where AI can be applied to get effective and useful results. Next, you’ll discover how to avoid disclosing sensitive data. Finally, you’ll learn how to build and test rules and detection with the help of AI. When you’re finished with this course, you’ll have the skills and knowledge of incorporating generative AI in your cyber defense strategy needed to future-proof the resilience of your organization against new emerging threats.
Register for this course and see more details by visiting:
OpenCourser.com/course/67b5je/generative
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What's inside
Syllabus
Course Overview
Harnessing Gen AI for Cyber Defense
Enhancing Detection Engineering with Gen AI Techniques
Good to know
Good to know
Know what's good ,
what to watch for , and
possible dealbreakers
Taught by Cristian Pascariu, a recognized expert in cybersecurity with over 15 years of experience building and testing detection
Explores innovative applications of generative AI to tackle cybersecurity challenges
Suitable for cybersecurity professionals looking to enhance their detection engineering capabilities
Provides practical guidance on leveraging generative AI to improve detection accuracy and efficiency
Requires familiarity with cybersecurity concepts and detection engineering techniques
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Activities
Be better prepared
before
your course. Deepen your understanding
during
and
after
it. Supplement your coursework and achieve mastery of the topics covered
in Generative AI Techniques for Cyber Defense with these
activities:
Review Python Fundamentals
Show steps
Python Programming is a significant part of this course. Prepare by reviewing the basics of the language to achieve better learning outcomes.
Browse courses on
Python
Show steps
-
Review variables, data types, and operators
-
Practice writing simple Python functions
-
Refresh your understanding of Python object-oriented programming concepts
Read 'Applied Predictive Modeling'
Show steps
Gain a deeper understanding of predictive modeling techniques and their applications.
View
Tidy Modeling with R: A Framework for Modeling...
on Amazon
Show steps
Review regression analysis
Show steps
Review the basics of regression analysis to strengthen your foundation for this course.
Browse courses on
Regression Analysis
Show steps
-
Review the concepts of correlation and causation.
-
Practice fitting linear regression models using software.
-
Interpret the results of regression models.
16 other activities
Expand to see all activities and additional details
Show all 19 activities
Create a Comprehensive Knowledge Base on Gen AI for Cyber Defense
Show steps
Organize and consolidate your notes, course materials, and research to build a valuable reference for Gen AI applications in cyber defense.
Browse courses on
Knowledge Management
Show steps
-
Gather relevant materials from the course and external sources
-
Organize and categorize the materials into a logical structure
-
Summarize key concepts and insights
-
Create a searchable database or digital notebook
Follow online tutorials on generative AI applications
Show steps
Expand your knowledge of generative AI applications through guided tutorials.
Browse courses on
Generative AI
Show steps
-
Identify relevant tutorials.
-
Follow the tutorials and complete the exercises.
-
Apply the techniques learned to practical scenarios.
-
Share your findings with others.
Attend a Generative AI for Cybersecurity Workshop
Show steps
Hone your Generative AI skills with a hands-on workshop led by experts, helping you to grasp the concepts covered in this course more deeply.
Browse courses on
Generative AI
Show steps
-
Research and identify relevant workshops
-
Register and attend the workshop
-
Actively participate in hands-on exercises and discussions
Review Detection Techniques
Show steps
Practice repetitive exercises to improve detection engineering skills
Show steps
Collaborate on a Gen AI-based Cyber Defense Solution
Show steps
Engage with peers to exchange knowledge, share experiences, and collectively develop innovative Gen AI-based cyber defense solutions.
Browse courses on
Collaboration
Show steps
-
Form study groups or online discussion forums
-
Identify common cyber defense challenges
-
Brainstorm Gen AI-based solutions
-
Develop and test prototypes
-
Present and evaluate findings
Participate in a study group
Show steps
Collaborate with peers to discuss concepts and reinforce your understanding.
Show steps
-
Join or form a study group.
-
Meet regularly to discuss course material.
-
Work together on projects or assignments.
-
Provide support and feedback to each other.
Participate in a Generative AI Study Group
Show steps
Gain valuable perspectives and insights by engaging in discussions with peers in a study group, fostering a deeper understanding and application of Generative AI concepts.
Browse courses on
Generative AI
Show steps
-
Find or form a study group with individuals who share your interests
-
Establish a regular meeting schedule and decide on topics for discussion
-
Actively participate in discussions and share your knowledge
Explore Gen AI Techniques for Enhancing SIEM Capabilities
Show steps
Enhance your understanding of how generative AI can improve the detection and response capabilities of SIEM systems.
Browse courses on
SIEM
Show steps
-
Review online tutorials and documentation on Gen AI for SIEM
-
Follow step-by-step guides to integrate Gen AI into your SIEM
-
Experiment with different Gen AI techniques to optimize SIEM performance
Solve practice problems on generative AI techniques
Show steps
Strengthen your understanding of generative AI techniques through practice.
Browse courses on
Generative AI
Show steps
Practice Building Detection Rules with Gen AI Assistance
Show steps
Solidify your understanding of how Gen AI can assist in building effective detection rules by completing a series of practice exercises.
Show steps
-
Use Gen AI-powered tools to generate sample detection rules
-
Evaluate and refine the generated detection rules
-
Compare the accuracy and efficiency of Gen AI-assisted rules with manually created rules
Identify and Build a Generative AI Model for Cyber Defense
Show steps
Apply the concepts learned in the course by building a practical generative AI model that addresses a specific cyber defense challenge.
Browse courses on
Generative AI
Show steps
-
Define the cyber security problem and objective
-
Gather and prepare data for the AI model
-
Select and configure a suitable generative AI model
-
Train and evaluate the generative AI model
-
Deploy and monitor the generative AI model
Follow Tutorials on Advanced Generative AI Techniques
Show steps
Stay ahead of the curve by exploring advanced Generative AI techniques through curated tutorials, enhancing your skills and understanding in this rapidly evolving field.
Browse courses on
Generative AI
Show steps
-
Identify specific areas of Generative AI that you want to enhance
-
Search for reputable online tutorials or courses
-
Follow the tutorials step-by-step and implement the concepts
Develop a White Paper on Generative AI in Cyber Defense
Show steps
Solidify your understanding of the subject matter by creating a comprehensive white paper, allowing you to synthesize and present your knowledge in a structured and persuasive manner.
Browse courses on
Generative AI
Show steps
-
Conduct thorough research on the topic
-
Develop an outline and structure for your white paper
-
Write the content, ensuring clarity and accuracy
-
Proofread and revise your white paper for quality
-
Submit your white paper for feedback and publication consideration
Attend a workshop on generative AI for cyber defense
Show steps
Gain practical experience and insights from industry experts.
Browse courses on
Generative AI
Show steps
Develop a presentation on a case study
Show steps
Apply your knowledge of generative AI techniques to a real-world scenario by creating a presentation on a case study.
Show steps
-
Identify a relevant case study.
-
Research and gather data on the case study.
-
Develop a presentation outline.
-
Create slides and visuals.
-
Practice and deliver the presentation.
Participate in a hackathon or competition on generative AI
Show steps
Test your skills and learn from others in a competitive environment.
Browse courses on
Generative AI
Show steps
-
Identify a relevant hackathon or competition.
-
Form a team or work individually.
-
Develop a solution using generative AI techniques.
-
Present your solution and compete for prizes.
Review Python Fundamentals
Show steps
Python Programming is a significant part of this course. Prepare by reviewing the basics of the language to achieve better learning outcomes.
Browse courses on
Python
Show steps
Show steps
Show steps
- Review variables, data types, and operators
- Practice writing simple Python functions
- Refresh your understanding of Python object-oriented programming concepts
Read 'Applied Predictive Modeling'
Show steps
Gain a deeper understanding of predictive modeling techniques and their applications.
View
Tidy Modeling with R: A Framework for Modeling...
on Amazon
Show steps
Show steps
Show steps
Review regression analysis
Show steps
Review the basics of regression analysis to strengthen your foundation for this course.
Browse courses on
Regression Analysis
Show steps
Show steps
Show steps
- Review the concepts of correlation and causation.
- Practice fitting linear regression models using software.
- Interpret the results of regression models.
16 other activities
Expand to see all activities and additional details
Show all 19 activities
Create a Comprehensive Knowledge Base on Gen AI for Cyber Defense
Show steps
Organize and consolidate your notes, course materials, and research to build a valuable reference for Gen AI applications in cyber defense.
Browse courses on
Knowledge Management
Show steps
Show steps
Show steps
- Gather relevant materials from the course and external sources
- Organize and categorize the materials into a logical structure
- Summarize key concepts and insights
- Create a searchable database or digital notebook
Follow online tutorials on generative AI applications
Show steps
Expand your knowledge of generative AI applications through guided tutorials.
Browse courses on
Generative AI
Show steps
Show steps
Show steps
- Identify relevant tutorials.
- Follow the tutorials and complete the exercises.
- Apply the techniques learned to practical scenarios.
- Share your findings with others.
Attend a Generative AI for Cybersecurity Workshop
Show steps
Hone your Generative AI skills with a hands-on workshop led by experts, helping you to grasp the concepts covered in this course more deeply.
Browse courses on
Generative AI
Show steps
Show steps
Show steps
- Research and identify relevant workshops
- Register and attend the workshop
- Actively participate in hands-on exercises and discussions
Review Detection Techniques
Show steps
Practice repetitive exercises to improve detection engineering skills
Show steps
Show steps
Show steps
Collaborate on a Gen AI-based Cyber Defense Solution
Show steps
Engage with peers to exchange knowledge, share experiences, and collectively develop innovative Gen AI-based cyber defense solutions.
Browse courses on
Collaboration
Show steps
Show steps
Show steps
- Form study groups or online discussion forums
- Identify common cyber defense challenges
- Brainstorm Gen AI-based solutions
- Develop and test prototypes
- Present and evaluate findings
Participate in a study group
Show steps
Collaborate with peers to discuss concepts and reinforce your understanding.
Show steps
Show steps
Show steps
- Join or form a study group.
- Meet regularly to discuss course material.
- Work together on projects or assignments.
- Provide support and feedback to each other.
Participate in a Generative AI Study Group
Show steps
Gain valuable perspectives and insights by engaging in discussions with peers in a study group, fostering a deeper understanding and application of Generative AI concepts.
Browse courses on
Generative AI
Show steps
Show steps
Show steps
- Find or form a study group with individuals who share your interests
- Establish a regular meeting schedule and decide on topics for discussion
- Actively participate in discussions and share your knowledge
Explore Gen AI Techniques for Enhancing SIEM Capabilities
Show steps
Enhance your understanding of how generative AI can improve the detection and response capabilities of SIEM systems.
Browse courses on
SIEM
Show steps
Show steps
Show steps
- Review online tutorials and documentation on Gen AI for SIEM
- Follow step-by-step guides to integrate Gen AI into your SIEM
- Experiment with different Gen AI techniques to optimize SIEM performance
Solve practice problems on generative AI techniques
Show steps
Strengthen your understanding of generative AI techniques through practice.
Browse courses on
Generative AI
Show steps
Show steps
Show steps
Practice Building Detection Rules with Gen AI Assistance
Show steps
Solidify your understanding of how Gen AI can assist in building effective detection rules by completing a series of practice exercises.
Show steps
Show steps
Show steps
- Use Gen AI-powered tools to generate sample detection rules
- Evaluate and refine the generated detection rules
- Compare the accuracy and efficiency of Gen AI-assisted rules with manually created rules
Identify and Build a Generative AI Model for Cyber Defense
Show steps
Apply the concepts learned in the course by building a practical generative AI model that addresses a specific cyber defense challenge.
Browse courses on
Generative AI
Show steps
Show steps
Show steps
- Define the cyber security problem and objective
- Gather and prepare data for the AI model
- Select and configure a suitable generative AI model
- Train and evaluate the generative AI model
- Deploy and monitor the generative AI model
Follow Tutorials on Advanced Generative AI Techniques
Show steps
Stay ahead of the curve by exploring advanced Generative AI techniques through curated tutorials, enhancing your skills and understanding in this rapidly evolving field.
Browse courses on
Generative AI
Show steps
Show steps
Show steps
- Identify specific areas of Generative AI that you want to enhance
- Search for reputable online tutorials or courses
- Follow the tutorials step-by-step and implement the concepts
Develop a White Paper on Generative AI in Cyber Defense
Show steps
Solidify your understanding of the subject matter by creating a comprehensive white paper, allowing you to synthesize and present your knowledge in a structured and persuasive manner.
Browse courses on
Generative AI
Show steps
Show steps
Show steps
- Conduct thorough research on the topic
- Develop an outline and structure for your white paper
- Write the content, ensuring clarity and accuracy
- Proofread and revise your white paper for quality
- Submit your white paper for feedback and publication consideration
Attend a workshop on generative AI for cyber defense
Show steps
Gain practical experience and insights from industry experts.
Browse courses on
Generative AI
Show steps
Show steps
Show steps
Develop a presentation on a case study
Show steps
Apply your knowledge of generative AI techniques to a real-world scenario by creating a presentation on a case study.
Show steps
Show steps
Show steps
- Identify a relevant case study.
- Research and gather data on the case study.
- Develop a presentation outline.
- Create slides and visuals.
- Practice and deliver the presentation.
Participate in a hackathon or competition on generative AI
Show steps
Test your skills and learn from others in a competitive environment.
Browse courses on
Generative AI
Show steps
Show steps
Show steps
- Identify a relevant hackathon or competition.
- Form a team or work individually.
- Develop a solution using generative AI techniques.
- Present your solution and compete for prizes.
Career center
Learners who complete Generative AI Techniques for Cyber Defense will develop knowledge and skills
that may be useful to these careers:
Incident Responder
Incident Responder
An Incident Responder investigates and responds to security incidents. They may also develop and implement incident response plans. This course would be extremely helpful to this professional, providing them with a deep dive into Generative AI Techniques for Cyber Defense.
Ethical Hacker
Ethical Hacker
An Ethical Hacker uses their hacking skills to help organizations improve their security. They may also conduct security audits and assessments. This course would be extremely useful to this kind of professional, as it provides advanced knowledge in Generative AI Techniques for Cyber Defense.
Security Manager
Security Manager
A Security Manager oversees an organization's security program. They may also develop and implement security policies and procedures. Generative AI techniques are transforming the field of cybersecurity, and this course would put this professional at the forefront of those changes.
Security Consultant
Security Consultant
A Security Consultant provides advice and guidance to organizations on how to improve their security posture. They may also conduct security audits and assessments. The ability to leverage the latest strategies and techniques in generative AI could set this type of professional apart from the competition, and this course provides an excellent foundation in that.
Information Assurance Analyst
Information Assurance Analyst
An Information Assurance Analyst develops and implements security measures to protect an organization's information assets. They may also conduct security audits and assessments. This course would be beneficial to a professional in this field, equipping them to leverage generative AI to their advantage.
Security Architect
Security Architect
A Security Architect designs and manages an organization's security infrastructure, including firewalls, intrusion detection systems, and access control systems. This course, with its focus on Generative AI Techniques for Cyber Defense, would be extremely useful in providing this professional with the knowledge and skills needed to stay ahead in the field.
Malware Analyst
Malware Analyst
A Malware Analyst investigates and analyzes malware to understand how it works and how to protect against it. This course would be very helpful to this type of professional, improving their abilities to build and test detections.
Information Security Analyst
Information Security Analyst
An Information Security Analyst identifies and assesses security risks to an organization's systems and data. They develop and implement security measures to protect against these risks. This course would provide this type of professional the tools to leverage generative AI to improve their abilities to build and test detections.
Penetration Tester
Penetration Tester
A Penetration Tester attempts to hack into an organization's systems to identify vulnerabilities. They then report these vulnerabilities to the organization so that they can be fixed. This course would help equip this type of professional with the latest techniques in their field.
Cyber Security Engineer
Cyber Security Engineer
A Cyber Security Engineer utilizes their knowledge of information technology (IT) to design, implement, and maintain secure computer networks. They use state-of-the-art tools to prevent unauthorized access to data and systems. This course would be particularly valuable to this professional, as it would enhance their capabilities to build and test rules and detections with the help of generative AI.
Computer Network Architect
Computer Network Architect
A Computer Network Architect designs and implements computer networks. They may also manage and maintain network infrastructure. The skills and knowledge taught in this course may be applicable to this type of professional.
Network Security Engineer
Network Security Engineer
A Network Security Engineer designs and implements security measures for computer networks. They may also monitor and maintain network security systems. This course may assist this type of professional in enhancing their cybersecurity knowledge.
Cryptographer
Cryptographer
A Cryptographer designs and implements methods for encrypting and decrypting data. They also develop protocols for secure communication. The skills and techniques taught in this course may be useful to this type of professional.
Forensic Computer Analyst
Forensic Computer Analyst
A Forensic Computer Analyst investigates computer crimes and provides expert testimony in court. They may also recover data from damaged or compromised computer systems. This course might be useful for a professional in this field.
Risk Analyst
Risk Analyst
A Risk Analyst identifies and assesses risks to an organization's assets. They may also develop and implement risk management plans. This course would help introduce generative AI principles into the risk assessment process.
For more career information including salaries, visit:
OpenCourser.com/course/67b5je/generative
Reading list
We've selected five books
that we think will supplement your
learning. Use these to
develop background knowledge, enrich your coursework, and gain a
deeper understanding of the topics covered in
Generative AI Techniques for Cyber Defense.
This classic work provides a thorough foundation in security engineering principles, complementing the course's focus on defensive techniques.
Will provide you with a comprehensive overview of the different aspects of cyber security. It will cover a variety of topics, including risk assessment, security controls, and incident response.
Provides a comprehensive overview of the different aspects of cyber security. It covers a variety of topics, including cyber threats, cyber attacks, and cyber security controls.
This comprehensive guide to machine learning techniques using popular libraries can serve as a valuable resource for understanding the technical aspects of the course.
Provides a comprehensive guide to cybersecurity operations, including topics such as incident response, threat intelligence, and vulnerability management.
For more information about how these books relate to this course, visit:
OpenCourser.com/course/67b5je/generative
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Time
42 hours
Level
Intermediate
Via
Pluralsight
Instructor
Cristian Pascariu
Language
English
Good to know
Taught by Cristian Pascariu, a recognized expert in cybersecurity with over 15 years of experience building and testing detection
Explores innovative applications of generative AI to tackle cybersecurity challenges
Suitable for cybersecurity professionals looking to enhance their detection engineering capabilities
Provides practical guidance on leveraging generative AI to improve detection accuracy and efficiency
Requires familiarity with cybersecurity concepts and detection engineering techniques
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