LinkedIn – AI Workshop: Advanced Chatbot Development 2024-9

Description

AI Workshop course: Advanced Chatbot Development. Today, businesses rely heavily on AI-based solutions to improve customer interactions, streamline services, and maintain competitiveness. In this rapidly changing digital landscape, the ability to build and deploy sophisticated chatbots is critical. This hands-on course empowers data scientists and machine learning engineers to leverage these cutting-edge tools and techniques to ensure their organizations are at the forefront of delivering exceptional customer experiences. Axel Sirota, the instructor of this course, guides you in mastering the development and deployment of advanced chatbots and large linguistic models (LLM). Key objectives include understanding chatbot technologies and trends, using Hugging Face to develop and implement chatbots with the OpenOrca dataset. Along the way, Axel covers advanced techniques for optimizing performance and efficiency, and provides hands-on experience in deploying chatbots in Hugging Face Spaces with Gradio and on AWS ECS using Docker and Terraform. Skills covered in this course:

• Generative AI
• Chatbot Development
• Large Language Models

What you will learn:

• Generative artificial intelligence: understanding the principles and applications of generative artificial intelligence in the development of chatbots
• Chatbot Development: Learn to build and train chatbot models using advanced tools and techniques
• Large Language Models (LLMs): Getting to Know LLMs and How to Use Them to Build Powerful Chatbots
• Hugging Face: Using the Hugging Face platform to develop and deploy chatbot models
• OpenOrca: Training an advanced chatbot model using the OpenOrca dataset
• Model Deployment: Deploying chatbot models on different platforms such as Hugging Face Spaces and AWS ECS
• Performance evaluation: Chatbot performance evaluation and improvement

Who is this course suitable for:

• Data Scientists: Interested in developing linguistic models and creating intelligent chatbots
• Machine Learning Engineers: Looking to learn advanced techniques for developing chatbots
• Developers: Willing to build products based on artificial intelligence and user interaction
• Those looking to increase their knowledge in artificial intelligence and natural language processing