В работе

Semantic Matching algorithm (skills)

Goal : The mission is to extract required skills for a given job and to compare them with someone’s personal skills.

Details :

One of our visitors, John Doe, is looking for a job. John is a web developer. John visits the JAVA Developer job description. We would like to propose to John the list of skills needed to do this job and also if he is able to apply using his personal skills.

First step :

You need to extract the skills required for the targeted job from our custom database of skills. In our example, your script will have to request [login to view URL] with search parameter “JAVA Developer”. You’ll have to scrap several offers and extract the skills form the job description. The more a skill appears, the more important it must be considered. In this case, “JAVA” will probably appear in 95% of returned offers which make “JAVA” an important and required skill for this job.

Output : An ordered list of skills for a given job from the most important skill to the least important (with the number of occurrences found)

Second step :

You must compare John's skills with those extracted from the job description. A maximum of matching method is appreciated (Word splitting and matching, similar text searching, soundex recognition…).

Output : A list of skills common to John and the job, ranked and sorted by importance to practice the targeted job.

Requirements :

The project contains a scraping part and an algorithmic part. These elements must be developed in PHP.

NB : All contents are in French (Skills, Job description, ...). Knowledge of the language is not necessary but can be helpful.


Minimum Requirements

Advanced understanding of PHP

Efficient Web scraping (with eventually knowledge of proxy rotation)

Readiness to think outside the box

Delay : 1 week.

Don’t hesitate to contact us for more details.

Квалификация: Алгоритмы, Data Analytics, Интеллектуальный анализ данных, Data Scraping, PHP

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О работодателе:
( 0 отзыв(-а, -ов) ) Paris, France

ID проекта: #18345615


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Hello, I understood that you expect detailed proposal after understanding your detailed requirements, i can provide the same. i can understand your efforts for providing that details in the project post, Similarly i Больше

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Hello, I can work with you on the extraction of skills for a post from [login to view URL] and then sort them on importance. And then extract those from profiles. I need to see the existing db and do some workflow mapping to Больше

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We have fully done the service with matching logic using PHP. Have a look, please: [login to view URL] [login to view URL] One portal was developed Больше

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You can also check my portfolio: https://www.freelancer.com/u/micheal4299 I also have experience in working on similar projects. Let me know if you are interested in working with me. Thanks!

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