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AI Agents & Workflows - The Practical Guide

Getting Started

• Welcome To The Course! (1:15)
• What Are AI Agents & Workflows? (4:55)
• An AI Agent You All Know (2:19)
• About This Course - What To Expect (2:09)
  
  

Building AI Workflows & Applications

• Module Introduction (2:21)
• No Code vs With Code (2:07)
• Building AI Apps & Using AI Programmatically (4:12)
• Proprietary vs Open (Local) LLMs (5:51)
• Using Open LLMs
• Understanding Our Development Environment (2:29)
• Creating a New Python Project (using "uv") (1:43)
• OpenAI Setup & Pricing (5:41)
• Getting Started With A First Example Workflow (2:44)
• Preparing HTTP Requests For The OpenAI API (8:40)
• Choosing & Using a Model (2:04)
• Prompt Engineering (4:35)
• Extracting & Using the LLM Response (4:50)
• More on the OpenAI API & SDK
• Code Deep Dives vs Provided Code Snippets
• Use Those Docs! (1:38)
• Using The OpenAI Python SDK (5:49)
• Leveraging Few-Shot Prompting (4:02)
• Generating Prompts Dynamically With Dynamic Content (2:12)
• Building Multi-Step & Multi-Model Workflows (6:47)
• Workflows vs Agentic Systems (1:34)
• Using Locally Running Open Models via Ollama (8:08)
• Enforcing & Using Structured Outputs (10:53)
• More On JSON Schemas & Structured Outputs
• Structured Outputs via SDK & Pydantic (3:56)
• Using Prompt Engineering To Control Output
• Onwards To Another Example (5:38)
• Generating Images In a Workflow (6:27)
• Controlling Workflow Execution with Control Flow Adjustments (2:45)
• Control Flow In Action (8:42)
• Adding a "Human In The Loop" (6:51)
• Integrating External Services - Example: Slack (6:21)
• Important: Potential Problems & Security Risks
  
  

Building AI Agents

• Module Introduction (1:36)
• How LLMs (Do Not) Use Tools (6:04)
• Implementing Tool Use From Scratch (11:24)
• Using OpenAI's Function Calling Feature (10:23)
• Building a Multi-Tool Versatile Agent (11:16)
• Using Advanced AI Models
• Building Reusable Elements With Classes (7:53)
• Getting Started with a Multi-Agent System (7:14)
• Building & Connecting Specialized Agents (10:24)
• Extracting Website Content
• Universal vs Specialized Agents (3:38)
• Agent Memory: Short-Term & Long-Term (5:21)
• Wrap Up (1:09)
  
  

Using CrewAI: A Third-Party AI Agents SDK

• Module Introduction (2:36)
• Getting Started With CrewAI (4:56)
• Understanding CrewAI Agents (5:53)
• Using CrewAI Tasks (3:25)
• Adding Tools To Agents (4:14)
• Running The Crew (3:11)
  
  

Roundup

• Course Roundup (1:10)
  
  

Using The OpenAI Python SDK

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