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

2024-02-27

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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...

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. ---

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?