GenAI & Cybersecurity: Learn OpenAI Text Embedding

سرفصل های دوره

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

1. Introduction to AI and Leveraging it in Cybersecurity

1.1 1. Introduction and Learning Outcomes.pdf

1.2 Gen AI and Cybersecurity.pdf

1. Introduction and Learning Outcomes PLUS download full workbook

2.1 2. Gen AI Limits in Cybersecurity.pdf

2. Gen AI Limits in Cybersecurity

2. Introduction to the Transformer Architecture and Large Language Models(LLMs)

1.1 3. Transformers.pdf

1. Transformers

2.1 4. Showcasing LLMs.pdf

2. Showcasing LLMs

3. LLM Limits and Output Variability

1.1 5. LLM Limits in Cybersecurity.pdf

1. LLM Limits in Cybersecurity

2.1 6. LLM Output Variability.pdf

2. LLM Output Variability

4. Introducing Text Embeddings and Vectors

1.1 7. Introducing Text Embeddings.pdf

1. Introducing Text Embeddings

2. Embeddings and Vectors

5. Featurized Representation and 3D Representations

1.1 9. Featurized Representations.pdf

1. Featurized Representations

2.1 10. 3D Representations.pdf

2. 3D Representations

6. Word Math and Higher Dimensions

1.1 11. Word Math.pdf

1. Word Math

2. Higher Dimensions

7. Web Search and Intro to the Code

1.1 13. Web Search and Spam Detection.pdf

1. Web Search and Spam Detection

2.1 14. Intro to the Code Section.pdf

2. Intro to the Code Section

8. Code-Walkthrough

1. Code-Walkthrough Intro

2. Code-Walkthrough Lesson Outline

9. Code-Walkthrough - Environment Setup

1. 1. Code-Walkthrough - Environment Setup

2. 2. Code-Walkthrough - Environment Setup

3. 3. Code-Walkthrough - Environment Setup

10. Code-Walkthrough - Data Prep

1. 1. Code-Walkthrough - Data Prep

2. 2. Code-Walkthrough - Data Prep

3. 3. Code-Walkthrough - Data Prep

4. 4. Code-Walkthrough - Data Prep

11. Code-Walkthrough - Embeddings

1. 1. Code-Walkthrough - Embeddings

2. 2. Code-Walkthrough - Embeddings

3. 3. Code-Walkthrough - Embeddings

12. Code-Walkthrough - Model Training and Evaluation

1. 1. Code-Walkthrough - Model Training and Evaluation

2. 2. Code-Walkthrough - Model Training and Evaluation

3. 3. Code-Walkthrough - Model Training and Evaluation

4. 4. Code-Walkthrough - Model Training and Evaluation

13. Conclusion

1. Congrats and Conclusion

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تولید کننده: Udemy