How to write memory efficient machine learning model prediction data pipelines in Python,With an Example

Introduction

If you are machine learning engineer and started to productionalize your model prediction pipeline you may came across below question.

how to write memory efficient prediction data pipelines in python.

Working with a dataset that is too large to fit into memory

Then this post is for you. I will go over how to write memory efficient data pipelines using generators and batching.

Let's setup dataset for our example, here we will be NYC Parking Violations Issued - Fiscal …

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