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GenAI & Cybersecurity: Learn OpenAI Text Embedding

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Peter Alkema,Irlon Terblanche

1:30:02

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  • 1.1 1. Introduction and Learning Outcomes.pdf
  • 1.2 Gen AI and Cybersecurity.pdf
  • 1. Introduction and Learning Outcomes PLUS download full workbook.mp4
    02:24
  • 2.1 2. Gen AI Limits in Cybersecurity.pdf
  • 2. Gen AI Limits in Cybersecurity.mp4
    02:47
  • 1.1 3. Transformers.pdf
  • 1. Transformers.mp4
    03:19
  • 2.1 4. Showcasing LLMs.pdf
  • 2. Showcasing LLMs.mp4
    01:18
  • 1.1 5. LLM Limits in Cybersecurity.pdf
  • 1. LLM Limits in Cybersecurity.mp4
    03:54
  • 2.1 6. LLM Output Variability.pdf
  • 2. LLM Output Variability.mp4
    04:14
  • 1.1 7. Introducing Text Embeddings.pdf
  • 1. Introducing Text Embeddings.mp4
    02:18
  • 2. Embeddings and Vectors.mp4
    03:22
  • 1.1 9. Featurized Representations.pdf
  • 1. Featurized Representations.mp4
    02:56
  • 2.1 10. 3D Representations.pdf
  • 2. 3D Representations.mp4
    02:17
  • 1.1 11. Word Math.pdf
  • 1. Word Math.mp4
    02:19
  • 2. Higher Dimensions.mp4
    00:57
  • 1.1 13. Web Search and Spam Detection.pdf
  • 1. Web Search and Spam Detection.mp4
    02:06
  • 2.1 14. Intro to the Code Section.pdf
  • 2. Intro to the Code Section.mp4
    01:50
  • 1. Code-Walkthrough Intro.mp4
    04:45
  • 2. Code-Walkthrough Lesson Outline.mp4
    03:12
  • 1. 1. Code-Walkthrough - Environment Setup.mp4
    03:36
  • 2. 2. Code-Walkthrough - Environment Setup.mp4
    02:23
  • 3. 3. Code-Walkthrough - Environment Setup.mp4
    03:44
  • 1. 1. Code-Walkthrough - Data Prep.mp4
    02:10
  • 2. 2. Code-Walkthrough - Data Prep.mp4
    02:13
  • 3. 3. Code-Walkthrough - Data Prep.mp4
    02:07
  • 4. 4. Code-Walkthrough - Data Prep.mp4
    02:35
  • 1. 1. Code-Walkthrough - Embeddings.mp4
    04:14
  • 2. 2. Code-Walkthrough - Embeddings.mp4
    03:06
  • 3. 3. Code-Walkthrough - Embeddings.mp4
    06:01
  • 1. 1. Code-Walkthrough - Model Training and Evaluation.mp4
    05:06
  • 2. 2. Code-Walkthrough - Model Training and Evaluation.mp4
    03:09
  • 3. 3. Code-Walkthrough - Model Training and Evaluation.mp4
    01:53
  • 4. 4. Code-Walkthrough - Model Training and Evaluation.mp4
    02:43
  • 1. Congrats and Conclusion.mp4
    01:04
  • Description


    Unlock the Power of AI in Cybersecurity: From Basics to Advanced Threat Detection Techniques

    What You'll Learn?


    • Understand the limitations and capabilities of AI in cybersecurity
    • Implement text embeddings and vectors for cybersecurity applications
    • Develop skills to use AI tools for detecting and mitigating cyber threats
    • Gain proficiency in advanced AI techniques to enhance cybersecurity measures

    Who is this for?


  • Cybersecurity professionals seeking to leverage AI in their work
  • Data scientists and AI enthusiasts interested in cybersecurity applications
  • IT professionals aiming to enhance their understanding of AI in security contexts
  • Students and researchers exploring the intersection of AI and cybersecurity
  • What You Need to Know?


  • Basic understanding of AI concepts and principles
  • Familiarity with programming languages, especially Python
  • Basic knowledge of cybersecurity fundamentals
  • Comfortable using data analysis and visualization tools
  • More details


    Description

    How can we harness the power of AI to protect our digital world?

    Imagine you’re the Chief Information Security Officer (CISO) at a large corporation. Each day, you’re inundated with alerts about potential security breaches, phishing attempts, and malware. The sheer volume is overwhelming, and traditional methods are proving insufficient. The question looms large: “How can I efficiently protect my organization against these evolving cyber threats?” Enter AI and cybersecurity.

    In this course, you’ll follow the story of Julia, a CISO who faced this exact challenge. Her organization was a prime target for cybercriminals due to its vast amount of sensitive data. Despite having a robust security team, they struggled to keep up with the sophisticated attacks. Julia knew there had to be a better way, and that’s when she discovered the transformative power of AI.

    The journey begins with an exploration of AI’s role in cybersecurity. You’ll learn about the fundamental principles of AI and how these can be applied to detect and mitigate threats in real-time. The course covers the limitations of AI, ensuring you have a balanced view of its capabilities and potential pitfalls.

    Next, we dive into the technical aspects, starting with text embeddings and vectors. These powerful tools enable AI systems to understand and process language, a crucial aspect in identifying phishing emails, spam, and other text-based threats. You’ll gain hands-on experience in implementing these techniques, turning theoretical knowledge into practical skills.

    Julia’s story continues as she integrates AI into her security infrastructure. You’ll learn alongside her as she navigates the challenges of setting up and configuring AI tools. This section covers everything from environment setup to data preparation, giving you a comprehensive understanding of the technical requirements and best practices.

    The real magic happens when we move to advanced AI techniques. You’ll explore how to create featurized representations and 3D models, which allow for more sophisticated analysis and detection of threats. These methods provide a deeper insight into the data, enabling more accurate predictions and faster responses.

    One of the highlights of the course is the development of interactive dashboards. Just as Julia did, you’ll learn to create visualizations that bring your data to life, making it easier to identify patterns and anomalies. This skill is invaluable in communicating complex information to stakeholders and making informed decisions quickly.

    Throughout the course, you’ll work on real-world projects that mirror the challenges faced by cybersecurity professionals. These projects are designed to reinforce your learning and build confidence in applying AI to your own security challenges.

    By the end of the course, like Julia, you’ll be equipped with a powerful toolkit to defend against cyber threats. You’ll have a thorough understanding of how AI can enhance your cybersecurity measures and the practical skills to implement these techniques effectively.

    So, are you ready to take on the cybercriminals with the power of AI? Join us in this transformative journey and become a leader in the field of AI and cybersecurity.

    Who this course is for:

    • Cybersecurity professionals seeking to leverage AI in their work
    • Data scientists and AI enthusiasts interested in cybersecurity applications
    • IT professionals aiming to enhance their understanding of AI in security contexts
    • Students and researchers exploring the intersection of AI and cybersecurity

    User Reviews
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    Peter Alkema
    Peter Alkema
    Instructor's Courses
    In my courses you learn practical skills: "I feel like I am in a real classroom." - Kira Minehart "What an amazing course! After finishing this course, I have confidence. Thank so much Dr Peter Alkema". Or Tulongeni Shilunga: "This is exactly the jump-start I needed. Very clear and concise"I also help lead digital transformation at FirstRand, the biggest financial services group in Africa. I've been featured on CNBC Africa and won the Gartner CIO Of The Year in 2016. I founded and led the largest banking hackathon in South Africa which was published in 2019 as a case study by Harvard Business School.I've taught over 17,000 students about business, academics and self-development. In 2020 I completed my PhD at Wits University In Johannesburg. The study introduced a ground-breaking theory of Agile software development teams. My woodworking book was published in 2014 and has sold over 10,000 copies.Olugbenga Gbadegesin: "Excellent delivery" / Lebogang Tswelapele: "This is what I have been longing for" / Paskalia Ndapandula: "Peter speaks with so much clarity" / Amantle Mangwedi: "It was straight to the point and the sections are cut into nice short segments which made it easier to go through" Kathy Bermudez: "Excellent material. Well organized..."Werner van Wyk: "Thank you Peter, once again your lesson and course have given me so much knowledge and understanding" / Yvonne Rudolph "I really look forward to take everything i learned in action" / Josephine Mahlangu: "exactly what I needed to know, absolutely valuable and helpful for my personal growth"
    Irlon Terblanche
    Irlon Terblanche
    Instructor's Courses
    Hi. I'm Irlon. I have a degree in Electromechanical Engineering from the University of Cape Town, as well as an MBA. I have however spent a large part of my career as CEO in the banking and investment industries. A few years ago, I left the corporate space to develop real, hands-on skills that will ensure that I do not become a dinosaur who only knows how to delegate and sit in meetings.Finding good learning material proved very difficult, and this is why I've created this course. I'm hoping that you will get up to speed faster and with fewer issues than I did. So, join my courses and learn the fundamentals that will stand you in good stead going forward. The possibilities are endless.
    Students take courses primarily to improve job-related skills.Some courses generate credit toward technical certification. Udemy has made a special effort to attract corporate trainers seeking to create coursework for employees of their company.
    • language english
    • Training sessions 31
    • duration 1:30:02
    • Release Date 2024/08/12