Overview
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Explore practical AI integration techniques for web applications beyond simple chatbots in this 42-minute conference talk from GOTO Copenhagen 2024. Learn how to implement intelligent features that anticipate user needs and enhance productivity through three key approaches: AI at the UI layer, AI in application logic, and AI for evaluation and testing. Discover hands-on demonstrations of data extraction capabilities that automatically parse and structure information from user inputs, intelligent typeahead functionality that provides contextually relevant suggestions, and semantic lookup systems that understand user intent rather than relying on exact keyword matches. Examine application logic enhancements including automatic content summarization, intelligent classification systems for organizing data, and Q&A chatbot implementation. Master evaluation and testing methodologies to ensure AI features perform reliably in production environments. Gain insights into practical, end-to-end AI implementations that focus on user experience improvements rather than theoretical concepts, with real-world examples using modern web development frameworks and AI services.
Syllabus
00:00 Intro
01:15 Useful
03:58 1. AI at the UI layer
04:34 Demo: Data extraction
09:15 Demo: Typeahead
12:48 Demo: Semantic lookup
19:03 2. In app logic
22:13 Demo: Summarization
26:11 Demo: Classification
30:20 Demo: Q&A Chatbot
36:10 3. Eval/test
36:38 Demo
41:50 Outro
Taught by
GOTO Conferences