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AI Chatbots, RAG, & Governance with Data Workflows – Getting Started

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Get started with building AI chatbots, enriching your LLM workflows with Retrieval-Augmented Generation (RAG), and applying governance best practices using KNIME’s no-code data workflows. Take a free, self-paced course and earn a microcredential on completion.

This short, self-paced course is for data and business professionals ready to explore how to build AI chatbots, implement Retrieval-Augmented Generation (RAG) pipelines to bring in custom data, and implement governance strategies to ensure ethical, secure, and trustworthy AI use—all without writing code.
AI Chatbots

How to enroll:

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No account? Create a free account on the login page.

Price:
Free

Time:
30 min

Earn:
Microcredential upon completion

Start course

Begin by understanding how chatbots work and how to create them within the KNIME Analytics Platform. Then, discover how to improve LLM responses by integrating your own data using RAG, enabling more accurate and domain-specific outputs. Finally, address critical governance topics such as bias, hallucinations, data privacy, and oversight to ensure your GenAI-enhanced workflows are safe and responsible.

Once you have completed this course, you will be able to:

  • Understand the fundamentals and build AI chatbots with KNIME’s no-code workflows
  • Recognize the limitations of LLMs and techniques to overcome them
  • Design and implement RAG systems to integrate proprietary data into LLM workflows
  • Identify risks associated with LLMs and apply governance strategies to ensure responsible use of generative AI

This is an on-demand online course you can take at any time covering the following topics:

AI Chatbots

  • What are chat models and chatbots?
  • Develop a chatbot in KNIME

Overcoming LLM Limitations: Retrieval-Augmented Generation & Fine Tuning

  • Overcoming limited knowledge in LLMs
  • Retrieval-Augmented Generation (RAG)
  • RAG in KNIME
  • Fine-tuning

GenAI Governance

  • Risks of GenAI
  • Govern GenAI usage with KNIME

The course concludes with a knowledge check. Upon successful completion, you will earn a microcredential.

FAQ

Yes, download KNIME Analytics Platform for free here.

Yes, all you need to do is create a free LearnUpon account to enroll in the course.

KNIME Analytics Platform is free to download. For the functionality of automation and collaboration within teams, the KNIME Hub offers paid solutions. For an overview, see the pricing page.

For more information on KNIME and GenAI, please check out this page.