Building an all-purpose AI search engine for your business: Will it end up being a horrible Frankenstein or a perfectly running Swiss knife? | Duarte Carmo
Description
Do you want to build the ultimate search engine that works perfectly for your business?
A multimodal system processes all types of information like images, videos, audio, and text. It can end up either as a Frankenstein or a Swiss knife depending on how clunky or how smoothly these models communicate with one another.
In this episode of the AI and Digital Transformation Podcast by G.M.S.C. Consulting, we had a chat with Duarte Carmo about building a customized multimodal search engine. We learned about his experience on building a multimodal search engine for a startup, and things you need to consider when building an AI product that does not rely heavily on big tech’s costly services.
If you like tinkering and using non-conventional methods to build personalized AI products like a multimodal search engine, this is the episode for you.
Who is Duarte Carmo?
Duarte is a Portuguese technologist who is now based in Copenhagen. He loves finding ways on making technology improve people’s lives. He solves problems end-to-end by combining his interests and work experience in Machine Learning, Data, Software Engineering, and People. If he’s not working on a project, you’ll find him learning about new gadgets, writing code, taking photos, or running.
Check out our show notes for more info on Duarte Carmo.
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Time Stamps
(00:00:00 ) Trailer
(00:01:07 ) Who is Duarte?
(00:02:57 ) Use case: building a multimodal search engine
(00:08:23 ) Challenges of developing and using a multimodal search engine
(00:12:23 ) Human + machine: precision, reasoning and language
(00:16:34 ) Challenges of communicating between humans and machines: freedom vs restriction, bias vs. variance
(00:19:13 ) Why is it important to ask your client what their problem is?
(00:22:58 ) Building an AI product: iterative approach vs. perfect launch
(00:26:49 ) Priorities in AI development
(00:31:29 ) Are customized AI solutions affordable or too expensive for small and medium businesses?
(00:36:42 ) Privacy as a concern for multimodal search engines; APIs and privacy
(00:38:56 ) Duarte’s achievement of building a customized multimodal search engine
(00:40:14 ) Final remarks and book recommendations
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Music credits: storyblocks.com
Logo credits: Joshua Coleman, Unsplash
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