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Duration 14 hours
Course Outline
Foundations of Chatbot Development
- An overview of chatbots and their practical uses
- Introduction to Google AutoML in the context of chatbot development
- Identifying the essential components of a chatbot
Initial Setup with Google Cloud Platform and AutoML
- Configuring a Google Cloud Platform account
- Navigating the Google Cloud Console interface
- Accessing Google AutoML and exploring its features
Data Preparation for Chatbot Training
- Gathering and preprocessing training data
- Tagging data for chatbot intents and entities
- Utilizing data visualization tools within Google Cloud Platform
Training Custom Chatbot Models with AutoML
- Establishing a new AutoML project for chatbot development
- Importing and uploading training data into AutoML
- Adjusting training configurations and parameters
Assessing and Refining Chatbot Models
- Interpreting performance metrics for chatbots
- Iterating on model enhancements based on evaluation outcomes
- Fine-tuning chatbot models to improve accuracy and overall performance
Deployment and Integration of Chatbots
- Releasing chatbots across different platforms and channels
- Connecting chatbots to websites, messaging applications, and other user interfaces
- Testing chatbot interactions and user experiences in realistic scenarios
Monitoring and Optimizing Chatbot Performance
- Establishing monitoring and logging systems for deployed chatbots
- Analyzing usage patterns and user feedback to enhance performance
- Applying continuous optimization strategies for long-term success
Conclusion and Future Steps
Requirements
- A fundamental grasp of AI principles
- Basic knowledge of the Google Cloud Platform (suggested but not mandatory)
Target Audience
- Non-technical users
- Business professionals
- Technology enthusiasts
Testimonials (3)
Comprehensiveness about the backround; how to do a prompt.
Olaf Kannt - Helios Klinikum Krefeld
Course - Generative AI and Prompt Engineering in Healthcare
the tips and recommended prompts that we can take away from this training
Lee Mei Lin - ST Engineering IHQ Pte Ltd
Course - InVideo AI: Creating Engaging Short-Form Videos
use of proper and effective prompt