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Course Outline

Introduction to Agentic AI and Course Structure

  • Exploring agentic AI concepts and the intensive’s framework
  • Overview of necessary tools, frameworks, and dependencies
  • Best practices for project configuration and collaborative work

Project 1: Intelligent Assistant Utilizing Prompt-Based Reasoning

  • Designing a task-oriented conversational agent
  • Leveraging structured prompts to drive reasoning and decisions
  • Construction and testing within a Jupyter Notebook environment

Project 2: Document Analysis and Summarization Agent

  • Extracting and summarizing information from PDFs and text documents
  • Utilizing LangChain for document ingestion and retrieval processes
  • Producing executive summaries from both structured and unstructured data

Project 3: Tool-Integrating Agent for Workflow Automation

  • Connecting external APIs to automate routine tasks
  • Orchestrating multi-step processes using agentic loops
  • Creating a lightweight automation assistant for practical business workflows

Project 4: Data Analysis and Insight Generation Agent

  • Linking agents to diverse data sources such as CSV files, SQL databases, or APIs
  • Conducting exploratory data analysis with assistance from Python and AI
  • Generating visual insights and performance dashboards

Project 5: Multi-Agent Collaboration and Orchestration

  • Coordinating multiple agents for effective task delegation
  • Architecting a controller–worker system design
  • Deploying and validating a prototype multi-agent system

Conclusion and Future Directions

  • Project presentations and peer review sessions
  • Review of strategies for optimization and system scaling
  • Access to resources for ongoing learning and experimentation

Requirements

  • Intermediate proficiency in Python programming
  • Foundational understanding of AI or machine learning concepts
  • Experience with APIs and data processing workflows

Target Audience

  • Engineers and developers aiming to create applied AI solutions
  • Technical teams requiring rapid prototyping capabilities in agentic AI
  • Professionals involved in AI integration and pilot program initiatives
 21 Hours

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