Resume Screening with Natural Language Processing, Use cases and Code Explained

In this video we review the use of Natural Language Processing (NLP) for various use cases including automated resume screening. This video is based on the blog:

Video Chapters:
0:00 Introduction
1:43 Introduction to NLP
7:48 Resume Screening with NLP Code
15:53 Machine Learning for Resume to Job Category Classification
17:39 Finding keywords to add to a resume, word-cloud

Code available at:

[TauvicRitter]

Hello, thank you for your thoughtful lecture. I like it when we first explain principles, concepts and limitations before diving into technical details and solutions. Most people only focus on showing of how they did it.

[laurenbliss]

Hello sohini can I get a tutorial which is step by step on building a resuming screening using machine learning and NLP to quickly and accurately filter and rank resume based on job descriptions

[BarbaraAboagye]

I LOVE THIS! Thanks and keep it coming

[uzairbaig]

Helloo ma'am, just wanted to ask the dataset you imported from kaggle was already sorted and has categorized data. but if i have 100 resume in PDF formate how can i extract data in such a way that it goes perfectly to the exact column in cvs or excel, knowing that resume do have different formates and creating a csv manually like filling all columns by hand isnt an option. kindly explain me thankyou.

[venkatesanr]

Thanks for the videos and detailed explanation/excited to learn from you, Mam. Currently, I am also doing nlp related tasks like Text classification/creating Question answering system and it is highly interesting domain. I believe the forthcoming videos will be on nlp tasks. Can you also add some discussions or tips on Huggingface/spacy libraries/fine tuning?

[chrissphilipsaji]

Hey can you tell a rough idea on how to just extract the credentials of a person from a resume ...like the important details into a json format

[mrunknown]

How to read a resume and tell how many years of experience a person has ? Using NLP by python cn u please help me out of this ? Mam

[mujyisduniasychutichaye]

i want to knw how can i use this in order to screen resume if its in pdf format.

[TauvicRitter]

In my experience lot of job descriptions are not particularly well formed and their use of language is also non standard. That makes using NLP a challenge. I first focus on extraction of facts such as skills with simple keywords matching. Might use lemmatization to handle plurals. Have to look for ways to handle spelling errors. Data is dirty.

[mohammedinfas]

hi mam Let me know, how to read 100 resumes using python for resume screening

[venkatesanr]

Hi Mam, for preprocessing gensim library has preprocess function you can also try that please

[himasainandamuri]

Mam will you provide me the document of this project

[TorontoCarParts]

Hello, great video! Would you be interested in helping develop a new resume screening solution for a new recruitment agency?