@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!
@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!
@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"?
@miladrogha4904
Thank you for this amazing content!
@volt8399
You did an amazin job, thank you so much for sharing this.
@farhanafridi8694
Great! would love to see more of these.
@nicolassuarez2933
Outstanding! But how to call a simple tool? There is no tutorials about function calling with Instructor? Thanks!
@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
@mamadou-diandjalo6723
This is exactly what i needed ! Thanks !!
@jeromedupourque6067
Congratulations this is just perfect!
@r2d2b3c4
How would you evaluate this kind of system? What kind of metrics/tricks would you use?
@lesptitsoiseaux
You have 50 000 classes transcripts you need to do a recommendation engine. Best approach?
@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.
@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?
@avidlearner8117