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!
Very clear and real-world example too. Thank you
So cool that you make such great content, with clear explanations, and are so transparent <3
This timely for me and brilliant, just what I need. Thank you very much!
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"?
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!
Outstanding! But how to call a simple tool? There is no tutorials about function calling with Instructor? Thanks!
How would you evaluate this kind of system? What kind of metrics/tricks would you use?
Great! would love to see more of these.
You have 50 000 classes transcripts you need to do a recommendation engine. Best approach?
You did an amazin job, thank you so much for sharing this.
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
Thank you for this amazing content!
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.
Congratulations this is just perfect!
This is exactly what i needed ! Thanks !!
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?
combined it with fastapi to transform it to an endpoint and call in the frontend side ooooofff... faster development for machine learning web system
Loved the content. What are the advantages of using this instead of function calling?
@avidlearner8117