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Offered By: IBMSkillsNetwork

Know Your Worth: Build A Job Salary Estimator

Want to know how much a data science job pays? Use our cutting-edge model that utilizes text mining and BERT to estimate salary from job posting descriptions. Simply copy and paste the job description to get your estimate. Say goodbye to hours of research; our model will give you the information you need quickly and easily.

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Guided Project

Data Science

120 Enrolled
4.2
(9 Reviews)

At a Glance

Want to know how much a data science job pays? Use our cutting-edge model that utilizes text mining and BERT to estimate salary from job posting descriptions. Simply copy and paste the job description to get your estimate. Say goodbye to hours of research; our model will give you the information you need quickly and easily.

Have you ever wondered how much that dream data job you've been eyeing will pay? Well, wonder no more! In this cutting-edge project, we harness the power of state-of-the-art technology to give you an estimate of the average salary for a given data science job posting description.

We utilize text mining techniques to clean and vectorize the data, using the BERT model to extract relevant information. Then, we design a deep neural network for training and testing. The end result? A powerful model that can give you an estimate of a job's salary just by copying and pasting the job description. Say goodbye to hours of scouring job boards and salary calculators - with our model, you'll have the information you need at your fingertips in no time.

A Look at the Project Ahead

By completing this project you will able to
    1. Prepare text for analysis through various stages
    2. Vectorize text for ML tasks using state-of-the-art NLP models (the BERT model for embeddings)
    3. Design and fit deep neural network model  
    4. Use the model for the new data

What You'll Need

A little background in python, and a browser.

Estimated Effort

45 Min

Level

Intermediate

Industries

Information Technology

Skills You Will Learn

Python, Machine Learning, Deep Learning, Regression, Text Preprocessing

Language

English

Course Code

GPXX086PEN

Released

February 22, 2023

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