MLOPs
My "Full-Stack" MLOps …
Or: How I learned to stop worrying and love debugging neural networks
The Grand Plan (That Almost Failed Spectacularly)
I recently completed what I’d call my first “full-stack” MLOps project – and by “full-stack” I mean the entire pipeline from raw data to deployed …
Experiment Tracking: …
Wk 3: MLOPs with DataTalks
In this week, the course discusses how to carry out ML experiments, using the MLflow experiment tracking tool. This setup allows you to track and log your machine learning experiments and results.
For this week’s assignment, we have been provided with 4 scripts for …
Experiment Tracking: …
Wk 4: MLOPs with DataTalks
Oh, you made it to the 4th week! Nice!
Here, we see how to handle Deployment of our derived models, there are two major options for deployment - Stream or Batch Prediction services. <More?>
However, let’s focus on how to get the assignment done with.
Q1: …