Difference between revisions of "Human Resources (HR)"
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<b>AI for Resumes | <b>AI for Resumes | ||
| − | </b><br>Recruiting is a 200 billion dollar industry that's all about judging potential job candidates and seeing if they're a good fit for a position at a company. Recruiters receive thousands of resumes and are responsible for analyzing all of them. There's essentially a massive amount of data that these humans have to parse through and find the best ones. This is easily a problem machine learning can solve, we'll build an app that can classify resumes into 27 different job categories using Natural Language Processing (NLP) via a [[(Deep) Convolutional Neural Network (DCNN/CNN) | convolutional neural network]. I'll explain how in this video. Also its midterm time, so see the link below for the midterm assignment. | + | </b><br>Recruiting is a 200 billion dollar industry that's all about judging potential job candidates and seeing if they're a good fit for a position at a company. Recruiters receive thousands of resumes and are responsible for analyzing all of them. There's essentially a massive amount of data that these humans have to parse through and find the best ones. This is easily a problem machine learning can solve, we'll build an app that can classify resumes into 27 different job categories using [[Natural Language Processing (NLP)]] via a [[(Deep) Convolutional Neural Network (DCNN/CNN) | convolutional neural network]]. I'll explain how in this video. Also its midterm time, so see the link below for the midterm assignment. |
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= Applicant Tracking System (ATS) = | = Applicant Tracking System (ATS) = | ||
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<youtube>HJy11kOlgvk</youtube> | <youtube>HJy11kOlgvk</youtube> | ||
| + | <b>NLP Tutorial 16 - CV and Resume Parsing with Custom NER Training with SpaCy | ||
| + | </b><br>KGP Talkie | ||
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| + | <b>Extract Skills from a PDF Resume using [[Python]] | ||
| + | </b><br>soumilshah1995 | ||
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= Hiring Process = | = Hiring Process = | ||
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| + | <b>How Pymetrics Uses AI to Remove Bias From the Hiring Process | ||
| + | </b><br>Jul.08 -- Frida Polli, chief executive officer and and co-founder of Pymetrics, discusses the use of artificial intelligence to remove human biases from the corporate hiring process. She speaks with Bloomberg's Emily Chang on "Bloomberg Technology." | ||
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<youtube>8QEK7B9GUhM</youtube> | <youtube>8QEK7B9GUhM</youtube> | ||
| − | < | + | <b>Artificial Intelligence: The Robots Are Now Hiring | Moving Upstream |
| + | </b><br>Some Fortune 500 companies are using tools that deploy artificial intelligence to weed out job applicants. But is this practice fair? In this episode of Moving Upstream, WSJ's Jason Bellini investigates. | ||
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| + | <b>How AI Changes The Way We Apply For Jobs | CNBC | ||
| + | </b><br>This software scans your face, analyzes your word choice and monitors your intonation — and then decides whether you’re worth hiring. | ||
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| + | <youtube>QvRZuHQBTps</youtube> | ||
| + | <b>Amazon scraps AI recruiting tool showing bias against women | ||
| + | </b><br>Machine-learning specialists discover their new recruiting engine did not like women | ||
| + | |} | ||
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= Recruiting = | = Recruiting = | ||
Revision as of 20:34, 3 September 2020
Youtube search... ...Google search
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Contents
Resumes / CVs
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Applicant Tracking System (ATS)
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Hiring Process
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Recruiting
HR Analytics