Science, Technology, Engineering, and Math

AI Workshop: Advanced Chatbot Development

Businesses increasingly rely on AI-driven solutions to enhance customer interactions, streamline services, and stay competitive. In this rapidly evolving digital landscape, the ability to build and deploy sophisticated chatbots is crucial. This hands-on course empowers data scientists and ML engineers to leverage these cutting-edge tools and techniques, ensuring their organizations lead in delivering exceptional customer experiences.

Instructor Axel Sirota guides you in mastering the development and deployment of advanced chatbots and LLMs. Key objectives include understanding chatbot technologies and trends, using Hugging Face for development, and implementing chatbots with the OpenOrca dataset. Along the way, Axel covers advanced techniques to optimize performance and efficiency and provides hands-on experience deploying chatbots to Hugging Face Spaces with Gradio and to AWS ECS using Docker and Terraform.

Prerequisites

  • Familiarity with Python programming, as it’s the primary language used in the course
  • Some experience with machine learning concepts and methodologies
  • Prior exposure to TensorFlow and Keras for model building and training
  • Basic knowledge of AI and natural language processing (NLP) techniques
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