AI Fundamentals - Neural Networks, Natural Language Processing, and Large Language Models
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Explore the fundamentals of artificial intelligence through this comprehensive course covering neural networks, natural language processing, large language models, and self-hosting techniques. Begin with an introduction to neural networks, understanding their basic structure and functionality as the foundation of modern AI systems. Progress through natural language processing concepts, learning how machines interpret and generate human language. Dive deep into large language models (LLMs), examining their architecture, training processes, and practical applications including ChatGPT and similar technologies. Conclude by mastering the technical aspects of self-hosting LLMs, gaining hands-on experience with deployment and management of AI models in your own environment. Gain practical knowledge essential for understanding AI security implications and preparing for advanced cybersecurity applications in the artificial intelligence domain.
Syllabus
00:00: Intro
1:17: Course Introduction
19:16: Section 1: Intro to Neural Networks
1:14:43: Section 2: Intro to Natural Language Processing
2:13:42: Section 3: Intro Large Language Models LLMs
3:10:59: Section 4: Sefl-Hosting LLMs
Taught by
The Cyber Mentor