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Showing posts from June 14, 2024

[Day 165] Starting to use mlflow for my research's model tracking + homework 4 of the MLOps zoomcamp

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 Hello :) Today is Day 165! A quick summary of today: started using mlflow to track experiments for my research in the lab completed MLOps zoomcamp Module 4 and its homework Firstly, about experiment tracking with mlflow I got a feeling that I will run lots of models from now on with different parameters, and hey, I have been learning and using this cool library called mlflow in my studies - this would be a great opportunity to use it in a real scenario.  So I set it up and just started running models. The training is a bit slow because my GPU is not that strong, but I found ways to get free GPU hours. I also want to find a way to host a simple sqlite db to use for the experiment trackings/artifact store.  My initial thoughts on sharing code that I will use for my research - I will definitely do it. I do not like that many papers do not share it for one reason or another, but for now I will keep it closer to my chest while I am still replicating base models.  Secondly, about finishing