Machine Learning Deployment Guidance

AI Discussions
1

Hi Team,

I would like to implement a predictive model for attrition prediction. The idea is to run the model for 20k employees and store the output in a database and further it is utilized by power bi.

Although I have an understanding of how to collect the data, preprocess and build the model with training data. Can you please guide me on how to run the model for 20 k employees can I use any machine or is it advisable to use cloud, what is the general practice to implement this properly.

2

What’s stopping you from making predictions for 20k records using smaller batches, say around 1K at a time?

3

The “best practice” depends on your specific needs, and also the size of the dataset (number of examples, and the number of features per example).