YoVDO

Applied AI for Human Resources

Offered By: LinkedIn Learning

Tags

Artificial Intelligence Courses Machine Learning Courses Human Resources Courses Deep Learning Courses Keras Courses Generative AI Courses Network Analysis Courses Recommendation Systems Courses

Course Description

Overview

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Learn how to use AI to solve common HR challenges, such as recommending training and screening candidates, and to improve employee hiring, satisfaction, and retention.

Syllabus

Introduction
  • Artificial intelligence and human resources
  • Course prerequisites
1. Human Resources and AI
  • Introduction to HR
  • HR challenges
  • AI and HR
  • HR use cases overview
  • Setting up the exercise files
2. Use Case 1: Predicting Employee Attrition
  • Employee attrition
  • Classification with deep learning
  • Data for employee attrition
  • Preprocessing attrition data
  • Building an attrition model with Keras
  • Predicting attrition with Keras
3. Use Case 2: Discovering Collaboration
  • Organization design
  • Network analysis with networks
  • Data for network analysis
  • Preparing network data
  • Creating and visualizing networks
  • Analyzing networks
4. Use Case 3: Recommend Training Courses
  • Employee development
  • User item recommendations
  • Ratings data for recommendations
  • Prepare for embedding
  • Building a Keras rating model
  • Recommending courses with Keras
5. Other HR Use Cases
  • Predict future employee performance
  • Candidate outreach
  • Automated candidate screening
  • Employee virtual assistant
  • Sentiment analysis
6. Generative AI for HR
  • Generative AI review
  • Text generation with LLMs
  • Resume summarization
  • Job description generation
  • Employee self-help chatbot
  • Resume skills extraction
  • Resume skills extraction example
7. IT Ops Best Practices
  • Model development best practices
  • Using machine learning platforms
  • Model serving best practices
  • Security and privacy best practices
Conclusion
  • Next steps

Taught by

Kumaran Ponnambalam

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