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Two AI will help me to understand AI Agents
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First Definition of an AI Agent mem, plan, ..
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We build the simplest AI Agent possible
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Planning w/ an LLM and Python list as memory
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Tool use in AI Agents Code example
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Function Calling to enhance tool use capabilities
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Decompose complex tasks into Multi-Agent config
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Self-improve, self-reflect & self-learn AI Agents
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Multiple interconnected self improving AI Agents
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Advantages of multi-agent systems
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Advanced Definition of an AI Agent
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RAG in the Agent Framework
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Python Code of simple AI Agent all functions
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Complex training data for a complex task
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Process knowledge is a blueprint of how to plan
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Key concept in multi-agent sys and distributed AI
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Code example with multi-agents explained
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GPT-4o evaluates my learning w/ Gemini-Pro
Description:
Learn about AI agents in this comprehensive video lecture that progresses from basic concepts to advanced implementations. Explore the fundamental components of AI agents, including their need for Large Language Models (LLMs), memory systems, reasoning capabilities, and planning mechanisms. Discover how to build a simple AI agent using an LLM with basic Python list memory, and advance to understanding unified function calling for tool use across various models like Mistral and LLama. Master the distinctions between single-agent and multi-agent configurations, examining their respective use cases and advantages. Follow along with practical code examples demonstrating tool integration, function calling, and multi-agent systems. Gain insights into advanced concepts like Retrieval-Augmented Generation (RAG), self-improving agents, and the importance of complex training datasets. Experience real-time human-machine interaction as concepts are explained using both Gemini-Pro and GPT-4, with practical demonstrations of how AI agents learn, reason, and execute tasks in their environment. Read more

Understanding AI Agents - From Basic Concepts to Multi-Agent Systems

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