Beginner
7h
Updated 1 week ago
Guide to Building Python and LLM-Based Multimodal Chatbots
Explore this AI chatbots course to build Python-based multimodal chatbots with Gradio, Rasa, Gemini, and Whisper v3. Learn LLM-powered techniques, RAG integration, and deploy on Hugging Face.
This hands-on course will transform how you build AI chatbots. Generative AI and large language models (LLMs) have revolutionized chatbot development, enabling smarter and more interactive systems.
In this AI chatbots course, you’ll explore the evolution of chatbots and create your own, starting with a simple Python chatbot enhanced with Gradio for a seamless interface. Next, dive into the Rasa Open Source framework to understand pre-generative AI chatbot development.
Progress to LLM-powered chatbots with Ollama’s small language models (SLMs) and Meta’s Llama for text-based responses. Integrate multimodal capabilities, like image processing with Gemini and speech recognition, using Whisper v3.
Master techniques like retrieval-augmented generation (RAG) with LlamaIndex to improve responses and deploy your chatbot on Hugging Face for accessibility. Whether you’re a developer or AI enthusiast, this course equips you to build cutting-edge AI chatbots.
This hands-on course will transform how you build AI chatbots. Generative AI and large language models (LLMs) have revolutionize...Show More
WHAT YOU'LL LEARN
Deep understanding of core concepts of chatbot development, including how chatbots work, their different types, and the essential elements of conversational design
Familiarity with the Rasa Open Source framework for building ML-powered chatbots
The ability to incorporate small language models (SLMs) into chatbots with Ollama
Hands-on experience with Groq for accessing Llama 3 for text, Gemini for image processing, and Whisper v3 for accurate speech recognition
The ability to use retrieval-augmented generation (RAG) with LlamaIndex to enhance chatbot knowledge and responses
The ability to deploy chatbots to Hugging Face for accessibility and sharing
Deep understanding of core concepts of chatbot development, including how chatbots work, their different types, and the essential elements of conversational design
Show more
TAKEAWAY SKILLS
Content
2.
Foundations of AI Chatbots
4 Lessons
Learn about the evolution, anatomy, and frameworks for developing AI chatbots, including using Rasa with Python.
3.
Building a Generative AI-Powered Chatbot
5 Lessons
Build AI chatbots powered by advanced generative AI, integrating multimodal capabilities for real-world applications.
4.
Enhancing Chatbots with Advanced Capabilities
4 Lessons
Explore retrieval-augmented generation (RAG) to improve chatbot responses and deploy your chatbots for wider accessibility.
Certificate of Completion
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