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 Duration 14 hours

Course Outline

Foundations of Chatbot Development

  • An overview of chatbot functionalities and real-world applications
  • An introduction to Google AutoML in the context of chatbot creation
  • Examining the core components that constitute a chatbot

Initiating Work with Google Cloud Platform and AutoML

  • Establishing a Google Cloud Platform account
  • Learning to navigate the Google Cloud Console interface
  • Accessing Google AutoML and exploring its key features

Data Preparation for Chatbot Training

  • Gathering and preprocessing data for training purposes
  • Labeling data to define chatbot intents and entities
  • Utilizing data visualization tools within the Google Cloud Platform

Training Custom Chatbot Models via AutoML

  • Initiating a new AutoML project dedicated to chatbot development
  • Uploading and importing training data into the AutoML environment
  • Adjusting training configurations and parameters

Assessing and Refining Chatbot Models

  • Analyzing performance metrics to evaluate chatbot efficacy
  • Implementing iterative improvements based on evaluation outcomes
  • Fine-tuning models to enhance accuracy and overall performance

Deploying and Integrating Chatbots

  • Releasing chatbots across various platforms and channels
  • Connecting chatbots to websites, messaging applications, and other user interfaces
  • Testing interactions and user experience in practical, real-world settings

Monitoring and Optimizing Chatbot Performance

  • Configuring logging and monitoring systems for deployed chatbots
  • Reviewing usage statistics and user feedback to drive performance enhancements
  • Applying continuous optimization strategies to ensure long-term success

Course Conclusion and Future Directions

Requirements

  • A foundational understanding of artificial intelligence concepts
  • Basic familiarity with the Google Cloud Platform (recommended, but not mandatory)

Target Audience

  • Non-technical professionals
  • Business stakeholders
  • Technology enthusiasts

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