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AI/ML Job Postings Analysis on the 1.3M LinkedIn Jobs and Skills 2024

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denpalrius/ai-ml-job-trends

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AI/ML Job Postings Analysis

This project analyzes job postings to identify trends and demand for AI/ML skills. It uses various NLP techniques to perform keyword classification, named entity recognition (NER), and sentiment analysis.

Dataset

The dataset used for this analysis is the 1.3M LinkedIn Jobs and Skills 2024.

Installation

To install the necessary libraries, run:

pip install -r requirements.txt

Usage

You can review the various analysis steps in each notebook and execute them. Ensure to start with the a_data_preprocessing.ipynb notebook and follow the pipeline according to the alphabetically sorted notebooks.

It could take a total of ~20 minutes to have all notebooks excute successfully

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AI/ML Job Postings Analysis on the 1.3M LinkedIn Jobs and Skills 2024

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