Skills extraction example #86
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…g there will be a -1 cluster, set default clustering parameters
india-kerle
reviewed
Aug 12, 2022
| @@ -27,6 +27,10 @@ More details of the steps included in this project, and running instructions, ca | |||
| 3. [skills_extraction](skills_taxonomy_v2/pipeline/skills_extraction/README.md) - Extracting skills from skill sentences. | |||
| 4. [skills_taxonomy](skills_taxonomy_v2/pipeline/skills_taxonomy/README.md) - Building the skills taxonomy from extracted skills. | |||
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| ### Extract skills example | |||
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| A simple example of extracting skills from a toy dataset of job adverts is given in [the examples folder](skills_taxonomy_v2/examples/extract_skills.py). | |||
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Nice!! really cool - I'd rename the files so that it's clear which file does what - looks like extract_skills.py has the functions needed to run Extract Skills - something like extract_skills_utils.py?
| with open(job_adverts_file) as f: | ||
| job_adverts = json.load(f) | ||
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| # Run the pipeline to extract skills |
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We could add the elements of the pipeline to a simple extract_skills function in extract_skills_utils.py
| This pipeline creates and extracts skills from an input list of job adverts. | ||
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| Prerequisites: | ||
| - You have access to our S3 bucket or have the skills classifier pkl file stored locally |
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do we have the model in our repo? we could add the pkl model to outputs so people can have access to it
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I created a file to extract skills from a toy dataset (also included). This might be helpful if people want to use our code but don't have access to TextKernel data.
Running this script with the default job_advert_examples.txt file will print out: