bcthakre / mlops_zoomcamp

Running MLOPS Zoomcamp on GCP

mlops_zoomcamp

Running MLOPS Zoomcamp on GCP

following tutorial is good to learn on how to

connect to GCE from VE Code

https://youtu.be/y-l6FLSsCz0

To create enviornment with conda

conda create -n <name_of_enviornment> python=3.9

To activate enviornment

conda activate <name_of_enviornment>

to install packages.

1. Create requirements.txt
2. do the following pip install -r requirements.txt

if pip install requirements.txt does not work then do the following

cat requirements.txt | sed -e '/^\s*#.$/d' -e '/^\s$/d' | xargs -n 1 python -m pip install

to check packages

pip list

to run mlfow do the following inside the env

mlflow ui --backend-store-uri sqlite:///mlflow.db

The port at 5000 should be free, if not. Then run the following command

lsof -i :5000 and then kill -9 <port_number>

If you are not able to see the experiment runs in mlflow ui then do the following

1. Clear the 5000 port

2. Close anything in it with the following commmand a. lsof -i :5000 b. kill -9 <port_number>

3. Open the models folder created earlier.

4. Move there

5. Run the following command mlflow ui --backend-store-uri sqlite:///mlflow.db