Add Useful AI to Your Web App (Not Just Chatbots) • Steve Sanderson • GOTO 2024
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This presentation was recorded at GOTO Copenhagen 2024. #GOTOcon #GOTOcph https://gotocph.com Steve Sanderson - Developer/Architect at Microsoft on the ASP.NET Core Team RESOURCES https://bsky.app/profile/stevesanderson.bsky.social https://x.com/stevensanderson https://blog.stevensanderson.com https://github.com/SteveSandersonMS Links https://github.com/dotnet/smartcomponents https://github.com/dotnet/eShopSupport ABSTRACT Web developers: AI offers a fantastic opportunity to make your web UIs genuinely more intelligent and productive than before. But don't just throw on a chatbot and call it done, as people may not even use it. Let's explore how language models can integrate into your existing web UIs, anticipating your users' needs and completing their tasks faster. While this is a technical, demo-centric talk, it isn't about how LLMs or transformers work internally, nor just how to use Open AI SDKs from a particular language. Instead, it focuses on practical, end-to-end uses for AI in web apps, making your users happier and more productive. [...] TIMECODES 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 Read the full abstract here: https://gotocph.com/2024/sessions/3125 RECOMMENDED BOOKS Alex Castrounis • AI for People and Business • https://amzn.to/3NYKKTo Phil Winder • Reinforcement Learning • https://amzn.to/3t1S1VZ Holden Karau, Trevor Grant, Boris Lublinsky, Richard Liu & Ilan Filonenko • Kubeflow for Machine Learning • https://amzn.to/3JVngcx Kelleher & Tierney • Data Science (The MIT Press Essential Knowledge series) • https://amzn.to/3AQmIRg https://bsky.app/profile/gotocon.com https://twitter.com/GOTOcon https://www.linkedin.com/company/goto- https://www.instagram.com/goto_con https://www.facebook.com/GOTOConferences #WebDev #WebApp #AI #GenAI #LLMs #OpenAISDK #Typeahead #HuggingFace #TodayInTech #SteveSanderson CHANNEL MEMBERSHIP BONUS Join this channel to get early access to videos & other perks: https://www.youtube.com/channel/UCs_tLP3AiwYKwdUHpltJPuA/join Looking for a unique learning experience? Attend the next GOTO conference near you! Get your ticket at https://gotopia.tech Sign up for updates and specials at https://gotopia.tech/newsletter SUBSCRIBE TO OUR CHANNEL - new videos posted almost daily. https://www.youtube.com/user/GotoConferences/?sub_confirmation=1
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