@avidlearner8117

Maaaaaan.... You have THE BEST content, HANDS DOWN, for Gen AI Development.  Clear, concise, every step explained, context.... Context is key...  Bravo!  And thanks a lot for this, it's inspiring.

@thedraconnis1075

Fast, clear, easy to understand, just right amount of information to understand the topic, but not too much to get overwhelmed. I love it, thanks a lot!

@mksmurff

Very clear and real-world example too. Thank you

@HerroEverynyan

So cool that you make such great content, with clear explanations, and are so transparent <3

@kenchang3456

This timely for me and brilliant, just what I need.  Thank you very much!

@ilcarbo_

Just came across this. Great content and great explanations! I come from the traditional ML world and I'm starting to explore a bit this kind of approach.
Quick question: is there any way to ensure reproducibility using the same model and temperature? setting a random seed or something like that?
and digging a bit deeper, have you found the confidence scores to be reliable? or at least "calibratable"?

@IdPreferNot1

Such great content.  I was going to gist this and then i see that's even how you're sharing it!  I wanted to get a use case for Instructor library as looked interesting, but wasnt sure what it added beyond pydantic.  ... and here it is.  Thanks!

@nicolassuarez2933

Outstanding! But how to call a simple tool? There is no tutorials about function calling with Instructor? Thanks!

@r2d2b3c4

How would you evaluate this kind of system? What kind of metrics/tricks would you use?

@farhanafridi8694

Great! would love to see more of these.

@lesptitsoiseaux

You have 50 000 classes transcripts you need to do a recommendation engine. Best approach?

@volt8399

You did an amazin job, thank you so much for sharing this.

@nexuslux

Excellent video. Can you go into a bit more detail of how a database of this type of information might look and operate. Or any type of automation that would be involved? You mentioned sentiment or you mentioned doing analytics

@miladrogha4904

Thank you for this amazing content!

@aml-pf5oz

This is similar to my project. But how to productionize this. meaning .. how to monitor model performance as new data flows in. any help here is appreciated.

@jeromedupourque6067

Congratulations this is just perfect!

@mamadou-diandjalo6723

This is exactly what i needed !
Thanks !!

@batigol_9

I tried following your script and I downloaded pip install -U instructor but I keep getting no module found instructor, have you faced this kind of errors any thoughts?

@erenyeager655

combined it with fastapi to transform it to an endpoint and call in the frontend side ooooofff... faster development for machine learning web system

@sumitbindra

Loved the content. 

What are the advantages of using this instead of function calling?