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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 CrewAI Tasks

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