Find out how to Extract Private Data from Textual content Corpus Utilizing NER Like a Professional

Introduction

Okay, think about this — you’ve received mountains of articles, journals, and blogs filled with info that you just need to course of. Now think about you assume it will likely be useful for the group too in the event that they get an opportunity to work with this knowledge, HOWEVER, you wouldn’t need to share the information instantly as it could include sure private info that shouldn’t be shared with out the consent of these individuals.

Because it’s not viable to ask for permission from all these individuals, you resolve to make use of your expertise and masks any private info below FERPA tips. It is not uncommon for corporations to masks their knowledge when sharing it exterior for evaluation or demo functions and it’s simpler with numeric knowledge. And right here we need to do the identical however with textual knowledge.

Now right here, since we’re speaking about textual content knowledge, we will probably be using a method in Pure Language Processing (NLP). Enter Named Entity Recognition (NER), a trusty NLP detective unlocking these hidden knowledge treasures. The aim right here is to determine the private info.

Let’s dive deeper into how NER works, the idea behind the NER mechanism, methods to implement NER, which…