Mastering Conversational AI with RASA: A Transformative Hands-on Workshop

Sahib Singh (~sahib6)


3

Votes

Description:

Description:

Welcome to an immersive and hands-on workshop where you will dive deep into the realm of Conversational AI and learn how to build powerful applications using the RASA framework. Led by a seasoned Python and machine learning expert, this workshop is designed to provide participants with practical knowledge and skills to create intelligent chatbots and virtual assistants.

Workshop Overview:

  1. Introduction to Conversational AI: Gain a solid understanding of the concepts and applications of Conversational AI, and explore its potential in transforming various industries.
  2. RASA Framework: Get acquainted with the RASA toolkit and its ecosystem, and learn about its architecture and key components.
  3. Setting Up the Development Environment: Learn how to set up a Python environment and install RASA to begin building your conversational AI applications.
  4. Natural Language Understanding (NLU): Dive into RASA's NLU capabilities and learn techniques for intent recognition, entity extraction, and slot filling.
  5. Designing Dialogue Flows: Understand the principles of effective dialogue management and learn how to design conversational flows using RASA's dialogue management tools.
  6. Training a Chatbot: Explore the process of training a chatbot using RASA's machine learning capabilities, and fine-tune its performance through iterative iterations.
  7. Integrating External APIs: Learn how to integrate external APIs to fetch data and provide dynamic responses within your chatbot application.
  8. Multi-Channel Deployment: Discover the various deployment options for RASA chatbots, including web, messaging apps, and voice assistants.
  9. Advanced Features and Best Practices: Explore advanced features such as handling fallbacks, integrating machine learning models, and improving conversational experiences. Learn industry best practices for building robust and scalable conversational agents.

Workshop Format:

This workshop will be conducted in a hands-on format, where participants will actively engage in coding exercises, practical demonstrations, and group discussions. Each participant will have access to their own development environment, allowing them to experiment and apply their learnings in real-time.

Who Should Attend:

This workshop is suitable for developers, data scientists, and AI enthusiasts who have a basic understanding of Python and machine learning. Whether you are a beginner or have some experience with Conversational AI, this workshop will provide valuable insights and practical skills to enhance your expertise.

What You Will Gain:

By the end of this workshop, you will have acquired the following skills and knowledge:

  • Proficiency in building conversational AI applications using the RASA framework.
  • Understanding of natural language understanding (NLU) techniques and dialogue management principles.
  • Ability to train, fine-tune, and deploy chatbots across multiple channels.
  • Hands-on experience with integrating external APIs to enhance the capabilities of your chatbot.
  • Insights into advanced features and best practices for building robust conversational agents.

Join us for this immersive and interactive workshop, and embark on a journey to master Conversational AI with RASA. Unlock the potential of intelligent chatbots and virtual assistants, and gain the confidence to create innovative and engaging conversational experiences. Reserve your spot today and become a Conversational AI expert!

Prerequisites:

  1. Any developer with 1 years experience, they needn't have any prior ML experience. I will try to demystify any jargons during my talk that's why I am saying no experience is needed in ML.
    1. Lot of Interest in building Next-Gen Conversational AI agents

Content URLs:

This repo would be updated soon - https://github.com/sahibpreetsingh12/Blog-newsbot

Speaker Info:

Welcome to my website! - https://www.kaggle.com/sahib12

Myself Sahibpreet Singh a seasoned data scientist with a passion for NLP, Conversational AI, and PyTorch. With 3 + years of extensive experience in the field, I have dedicated myself to pushing the boundaries of what is possible in the realm of data-driven solutions.

Throughout my career, I have developed deep expertise in Natural Language Processing (NLP), enabling me to unlock the hidden insights and patterns within textual data. My proficiency in Conversational AI empowers me to create intelligent chatbots and virtual assistants that provide exceptional user experiences.

One of the highlights of my journey has been the privilege of delivering captivating lectures and workshops across India. Sharing my knowledge and insights on NLP and Conversational AI has been incredibly rewarding, as it allows me to inspire and empower aspiring data scientists to embark on their own transformative journeys.

I am humbled to share that my contributions to the data science community have been recognized globally. Currently, I proudly hold a position among the top 0.001% data scientists worldwide on Kaggle, a renowned platform for data science competitions. This achievement serves as a testament to my dedication, expertise, and commitment to pushing the boundaries of innovation.

On this website, I invite you to explore my portfolio, where you will find a showcase of my work, including cutting-edge projects and insightful articles. Join me on this exciting journey as we harness the power of data to shape a better future.

Thank you for visiting, and I look forward to connecting with you soon!

Sahibpreet Singh

Speaker Links:

Github - https://github.com/sahibpreetsingh12 Kaggle - https://www.kaggle.com/sahib12

Section: Data Science, AI & ML
Type: Workshops
Target Audience: Beginner
Last Updated: