Build a Custom Chatbot in a Day with RAG:
Throughout this course, you will explore current Generative AI approaches, delving into both theoretical concepts and practical applications using Python, and ultimately learn how to build a custom chatbot leveraging RAG techniques.
This course is designed to guide participants through the essential topics in Generative AI and demonstrate how to apply them to build a custom chatbot using Retrieval-Augmented Generation (RAG) in just one day.
Generative AI, a rapidly growing subfield of Machine Learning, holds significant potential for unlocking and leveraging many untapped business use cases. These techniques enable the automatic generation of content such as images, text, audio, and video. Practical applications include using Large Language Models (LLMs) to build chatbots that can query internal data stores and generate new images and artwork based on user text prompts.
Is this course for me?
This course is aimed at professionals seeking to understand the processes involved in building Generative AI solutions. Ideal for those in roles requiring fundamental Machine Learning (ML) and Deep Learning (DL) skills, it focuses on adding Generative AI techniques to their repertoire. Participants should have experience with Python and its ML/DL packages. The course covers essential Generative AI topics, teaching how to build a custom chatbot using Retrieval-Augmented Generation (RAG) in one day.
What will I learn?
- Understand the fundamental ideas behind Generative AI and its importance in the modern AI landscape.
- Learn how to frame applications of Generative AI to solve business problems effectively.
- Explore how Generative AI can generate text for various applications, including question answering tasks, and understand the underlying processes.
- Understand how the RAG process works and how it can be used to build chatbots constrained to specific data sources.
- Gain practical skills to apply pre-trained Large Language Models (LLMs) alongside a custom dataset to build a Retrieval-Augmented Generation (RAG) powered chatbot for querying this custom data source.
How will I learn?
This course is led by expert instructors and delivered online, featuring a dynamic blend of demonstrations and interactive workshops.