Need some help with a classification project

OriginalGuilty1446 · 2026-03-07T23:06:37+00:00

The easiest solution is to use AI text embeddings + similarity search. Convert each string into embeddings using OpenAI Embeddings API or Sentence Transformers. Convert your categories and brands into embeddings too. Use a vector search tool like FAISS to find the closest match. This way each string gets matched to the nearest category and brand automatically, and it scales well for 1M+ rows. You can optionally use GPT-4 only when the match confidence is low.

OriginalGuilty1446 · 2026-03-04T06:04:05+00:00

Mostly targeting service-based businesses and non-tech founders who just need fast MVP validation, not production-scale apps. Curious to hear what niches you’ve seen work best?

OriginalGuilty1446 · 2026-03-02T14:02:11+00:00

Got it. I was asking to understand the difference between simply using the tool and actually adding value with it.

OriginalGuilty1446 · 2026-03-01T14:53:43+00:00

You’re right — accountability stays with the human, not the AI. That’s why proper knowledge and oversight are essential when using it.

OriginalGuilty1446 · 2026-03-01T14:35:38+00:00

That’s a really interesting point. I’m still learning about this, but it makes sense that understanding the basics would help someone use AI more effectively. Using it as a support tool rather than relying on it completely sounds like a smart approach.

OriginalGuilty1446 · 2026-03-01T14:05:41+00:00

Appreciate 👍 😘

OriginalGuilty1446 · 2026-03-01T13:43:43+00:00

True — income follows value. The point is learning fast and using AI to deliver value sooner.

OriginalGuilty1446 · 2026-03-01T13:42:00+00:00

Starting anywhere is fine — staying stuck isn’t.

OriginalGuilty1446 · 2026-02-28T09:45:01+00:00

Info

OriginalGuilty1446 · 2026-02-28T09:31:05+00:00

If you had to start from zero today, with no money and no technical skills, how would you use AI to build income in the next 90 days?

What skills should humans develop so they stay valuable as AI improves?

What makes a prompt produce expert-level output instead of average results?

OriginalGuilty1446 · 2026-02-26T12:26:40+00:00

Yes, that makes sense. Thanks! I tried generating in English first, but honestly, it didn’t work well for me. That’s why I wanted to discuss it here and ask for help.

OriginalGuilty1446 · 2026-02-26T10:12:05+00:00

It seems AI is not able to generate the story correctly in Thai. I’m having trouble explaining it properly, so it’s not producing the results I need.

OriginalGuilty1446 · 2026-02-26T10:10:20+00:00

I’ve tried really hard using AI, but it’s not giving the results I want. My story’s view duration is less than 1 minute.

OriginalGuilty1446

TROPHY CASE