Supercharging User Interfaces with Rasa | Rasa Summit 2021
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The document outlines a presentation by Uday Tatiroju on supercharging user interfaces with conversational AI at Rasa Summit 2021. It discusses the integration of natural language processing in command line and graphical user interfaces to enhance user experience, showcasing tools like Rasa for automating dialog management. The presentation also includes a redesign of the 'kubectl' command line interface to incorporate conversational elements and interactive design.
Supercharging User Interfaces with Rasa | Rasa Summit 2021
- 1. Supercharging User Interfaces with Rasa Uday Tatiraju Rasa Summit Feb 10-12, 2021
- 2. About Me - Tech Lead @ Oracle (day job) - Vice Chair, AI Advisory Council @ CompTIA - Editor @ InfoQ @udaytatiraju https://tatiraju.me
- 3. Safe Harbor Statement The views expressed here are my own and do not represent those of my employer or other companies referenced in this presentation
- 4. Agenda ● Conversational AI ● Supercharging User Interfaces ○ Command Line Interface ○ Graphical User Interface
- 5. Conversational Artificial Intelligence ● Voice based: Alexa, Siri, Hey Google ● Text based: Chatbots ● Powered by Natural Language Processing
- 6. Conversational Artificial Intelligence ● Natural Language Processing (NLP) ○ Natural Language Understanding (NLU) ○ Natural Language Generation (NLG) ● Language Models like BERT, GPT 2, GPT 3
- 7. Supercharging User Interfaces ● a.k.a. Instructional dialog interfaces ● Conversational AI at the core
- 8. Command Line Interface ● Gathers input and executes a command ● Small is beautiful - Unix philosophy ● Strict syntax ● Somewhat conversational in nature ● Help manual
- 9. Supercharging Command Line Interface ● Conversational design at its core ● Allow natural text ● Guided dialogs ● Corrections & Suggestions Supercharged “find” CLI examples: - find all json files under sandbox created after june 10th - find files under source folder that contain “NLP”
- 10. Supercharging Command Line Interface ● YAML to define CLI ● Rasa for NLP & Dialogs ● REST APIs ● CLI in language of choice
- 11. Rasa for Conversational AI ● Machine Learning based platform ● Automates text and voice based AI assistants ● NLP for intents and entities ● Dialog management for conversations
- 12. Redesign “kubectl” CLI ● kubectl is a powerful tool to administer & manage k8s cluster ● Multiple commands and subcommands ● Multiple options and flags
- 13. Redesign “kubectl” CLI CLI Spec
- 14. Redesign “kubectl” CLI Intents & Entities
- 15. Redesign “kubectl” CLI Intents & Entities Training Data
- 17. Redesign “kubectl” CLI ● Implement the CLI ● Language of choice like Java, Python, or Rust ● Invoke Rasa REST API if normal processing fails
- 19. Supercharging Graphical User Interface ● Conversational design at its core ● Allow natural text ● UI state changes based on conversations
- 20. Supercharging Graphical User Interface
- 21. Supercharging Graphical User Interface
- 22. Recap ● Conversational Artificial Intelligence ● Supercharged User Interface ● Demo @udaytatiraju https://tatiraju.me