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Duration 21 hours
Course Outline
Fundamentals of AI Assistants
- An overview of the conversational AI landscape and virtual assistants
- Current trends in AI-driven human-computer interaction
- Exploring diverse use cases across various industries
Designing Conversational AI and User Experience
- Core principles of human-centered AI design
- Mapping user interactions and structuring chatbot flows
- Creating prototypes for AI assistant interfaces using Figma or comparable tools
Natural Language Processing (NLP) and Contextual Intelligence
- Deep dive into NLP models, including transformers, embeddings, and intent recognition
- Techniques for entity extraction and maintaining context during conversations
- Managing multi-turn dialogues to ensure contextual understanding
Developing AI Assistants with Modern Frameworks
- Selecting the optimal development framework, such as Dialogflow, Rasa, or the OpenAI API
- Constructing AI-driven dialogue sequences
- Adding voice capabilities via speech-to-text and text-to-speech integration
API Connectivity and System Integrations
- Linking AI assistants to external databases and APIs
- Integrating with popular messaging platforms like Slack and WhatsApp
- Applying security best practices to protect AI-powered systems
Deployment Strategy and Ongoing Maintenance
- Hosting AI assistants on scalable cloud platforms
- Using analytics to monitor performance and drive continuous improvement
- Strategies for ongoing model updates and fine-tuning
Hands-On Project: Real-World Implementation
- Developing a fully functional AI assistant prototype
- Rigorous testing, debugging, and optimization for end-users
- Finalizing deployment and planning for future enhancements
Requirements
- A foundational grasp of artificial intelligence and machine learning principles
- Proficiency in at least one programming language, such as Python or JavaScript
- An understanding of UI/UX design fundamentals (specifically for designers)
Intended Participants
- AI Developers
- UI/UX Designers
- Professionals interested in Conversational AI
