Linkedin Learning Applied AI for Human Resources-ZH | Apps-Tutorials | MP4 | 145.27 MiB
686 kb/s 1280×720 | AAC 160 kb/s 2 CH
Zieg Heil
Linkedin.Learning.Applied.AI.for.Human.Resources-ZH
Title: Applied AI for Human Resources
Publisher: Linkedin.Learning
Size: 146M (152320634 B)
Files: 4F
Date: 08/05/2020
Course #: Linkedin.Learning
Type: N/A
Published:
Modified: N/A
URL: www.linkedin.com/learning/applied-ai-for-human-resources
Author: Kumaran Ponnambalam
Duration: N/A
Skill: N/A
Exer/Code: [ ]
Installation:
Unpack that shit, run that shit
Of course we know its sieg heil, thats how fucking rebelious we are!
Description:
A global economy and remote workforce have made it difficult for HR
departments to track employee satisfaction and motivation.
However, using artificial intelligence, data scientists and
engineers can now generate powerful insights to improve hiring,
training, retention, and more. This course explores the ways AI and
big data can help HR. Examine three key use cases in the human
resources world: predicting employee attrition, mapping
collaboration, and creating training recommendations. For each of
these use cases, instructor Kumaran Ponnambalam collects and
processes data, builds machine learning models, and predicts key
outcomes using tools like Python, Jupyter Notebooks,
TensorFlow, and Keras. He also briefly explains how to design
models to perform other common HR tasks, such as predicting
future performance, screening candidates, and even tracking
morale. The course concludes with some best practices,
including addressing security and privacy concerns
particular to HR.
146M Applied AI for Human Resources 8.9M Applied AI for Human Resources/01 - Introduction 6.8M Applied AI for Human Resources/01 - Introduction/01 - Artificial intelligence and human resources.mp4 4.0K Applied AI for Human Resources/01 - Introduction/01 - Artificial intelligence and human resources.srt 2.1M Applied AI for Human Resources/01 - Introduction/02 - Course prerequisites.mp4 4.0K Applied AI for Human Resources/01 - Introduction/02 - Course prerequisites.srt 21M Applied AI for Human Resources/02 - Human Resources and AI 3.6M Applied AI for Human Resources/02 - Human Resources and AI/01 - Introduction to HR.mp4 4.0K Applied AI for Human Resources/02 - Human Resources and AI/01 - Introduction to HR.srt 2.2M Applied AI for Human Resources/02 - Human Resources and AI/02 - HR challenges.mp4 4.0K Applied AI for Human Resources/02 - Human Resources and AI/02 - HR challenges.srt 5.3M Applied AI for Human Resources/02 - Human Resources and AI/03 - AI and HR.mp4 8.0K Applied AI for Human Resources/02 - Human Resources and AI/03 - AI and HR.srt 4.1M Applied AI for Human Resources/02 - Human Resources and AI/04 - HR use cases overview.mp4 4.0K Applied AI for Human Resources/02 - Human Resources and AI/04 - HR use cases overview.srt 5.6M Applied AI for Human Resources/02 - Human Resources and AI/05 - Setting up the exercise files.mp4 4.0K Applied AI for Human Resources/02 - Human Resources and AI/05 - Setting up the exercise files.srt 23M Applied AI for Human Resources/03 - Use Case 1 Predicting Employee Attrition 3.2M Applied AI for Human Resources/03 - Use Case 1 Predicting Employee Attrition/01 - Employee attrition.mp4 4.0K Applied AI for Human Resources/03 - Use Case 1 Predicting Employee Attrition/01 - Employee attrition.srt 2.6M Applied AI for Human Resources/03 - Use Case 1 Predicting Employee Attrition/02 - Classification with deep learning.mp4 4.0K Applied AI for Human Resources/03 - Use Case 1 Predicting Employee Attrition/02 - Classification with deep learning.srt 3.7M Applied AI for Human Resources/03 - Use Case 1 Predicting Employee Attrition/03 - Data for employee attrition.mp4 4.0K Applied AI for Human Resources/03 - Use Case 1 Predicting Employee Attrition/03 - Data for employee attrition.srt 6.7M Applied AI for Human Resources/03 - Use Case 1 Predicting Employee Attrition/04 - Preprocessing attrition data.mp4 4.0K Applied AI for Human Resources/03 - Use Case 1 Predicting Employee Attrition/04 - Preprocessing attrition data.srt 4.3M Applied AI for Human Resources/03 - Use Case 1 Predicting Employee Attrition/05 - Building an attrition model with Keras.mp4 4.0K Applied AI for Human Resources/03 - Use Case 1 Predicting Employee Attrition/05 - Building an attrition model with Keras.srt 2.3M Applied AI for Human Resources/03 - Use Case 1 Predicting Employee Attrition/06 - Predicting attrition with Keras.mp4 4.0K Applied AI for Human Resources/03 - Use Case 1 Predicting Employee Attrition/06 - Predicting attrition with Keras.srt 29M Applied AI for Human Resources/04 - Use Case 2 Discovering Collaboration 4.4M Applied AI for Human Resources/04 - Use Case 2 Discovering Collaboration/01 - Organization design.mp4 8.0K Applied AI for Human Resources/04 - Use Case 2 Discovering Collaboration/01 - Organization design.srt 4.2M Applied AI for Human Resources/04 - Use Case 2 Discovering Collaboration/02 - Network analysis with networks.mp4 4.0K Applied AI for Human Resources/04 - Use Case 2 Discovering Collaboration/02 - Network analysis with networks.srt 2.1M Applied AI for Human Resources/04 - Use Case 2 Discovering Collaboration/03 - Data for network analysis.mp4 4.0K Applied AI for Human Resources/04 - Use Case 2 Discovering Collaboration/03 - Data for network analysis.srt 6.7M Applied AI for Human Resources/04 - Use Case 2 Discovering Collaboration/04 - Preparing network data.mp4 4.0K Applied AI for Human Resources/04 - Use Case 2 Discovering Collaboration/04 - Preparing network data.srt 5.8M Applied AI for Human Resources/04 - Use Case 2 Discovering Collaboration/05 - Creating and visualizing networks.mp4 4.0K Applied AI for Human Resources/04 - Use Case 2 Discovering Collaboration/05 - Creating and visualizing networks.srt 5.8M Applied AI for Human Resources/04 - Use Case 2 Discovering Collaboration/06 - Analyzing networks.mp4 4.0K Applied AI for Human Resources/04 - Use Case 2 Discovering Collaboration/06 - Analyzing networks.srt 29M Applied AI for Human Resources/05 - Use Case 3 Recommend Training Courses 2.6M Applied AI for Human Resources/05 - Use Case 3 Recommend Training Courses/01 - Employee development.mp4 4.0K Applied AI for Human Resources/05 - Use Case 3 Recommend Training Courses/01 - Employee development.srt 3.1M Applied AI for Human Resources/05 - Use Case 3 Recommend Training Courses/02 - User item recommendations.mp4 4.0K Applied AI for Human Resources/05 - Use Case 3 Recommend Training Courses/02 - User item recommendations.srt 2.1M Applied AI for Human Resources/05 - Use Case 3 Recommend Training Courses/03 - Ratings data for recommendations.mp4 4.0K Applied AI for Human Resources/05 - Use Case 3 Recommend Training Courses/03 - Ratings data for recommendations.srt 7.1M Applied AI for Human Resources/05 - Use Case 3 Recommend Training Courses/04 - Prepare for embedding.mp4 4.0K Applied AI for Human Resources/05 - Use Case 3 Recommend Training Courses/04 - Prepare for embedding.srt 6.5M Applied AI for Human Resources/05 - Use Case 3 Recommend Training Courses/05 - Building a Keras rating model.mp4 4.0K Applied AI for Human Resources/05 - Use Case 3 Recommend Training Courses/05 - Building a Keras rating model.srt 7.7M Applied AI for Human Resources/05 - Use Case 3 Recommend Training Courses/06 - Recommending courses with Keras.mp4 4.0K Applied AI for Human Resources/05 - Use Case 3 Recommend Training Courses/06 - Recommending courses with Keras.srt 24M Applied AI for Human Resources/06 - Other HR Use Cases 5.3M Applied AI for Human Resources/06 - Other HR Use Cases/01 - Predict future employee performance.mp4 8.0K Applied AI for Human Resources/06 - Other HR Use Cases/01 - Predict future employee performance.srt 4.9M Applied AI for Human Resources/06 - Other HR Use Cases/02 - Candidate outreach.mp4 8.0K Applied AI for Human Resources/06 - Other HR Use Cases/02 - Candidate outreach.srt 4.8M Applied AI for Human Resources/06 - Other HR Use Cases/03 - Automated candidate screening.mp4 8.0K Applied AI for Human Resources/06 - Other HR Use Cases/03 - Automated candidate screening.srt 4.5M Applied AI for Human Resources/06 - Other HR Use Cases/04 - Employee virtual assistant.mp4 4.0K Applied AI for Human Resources/06 - Other HR Use Cases/04 - Employee virtual assistant.srt 4.0M Applied AI for Human Resources/06 - Other HR Use Cases/05 - Sentiment analysis.mp4 4.0K Applied AI for Human Resources/06 - Other HR Use Cases/05 - Sentiment analysis.srt 11M Applied AI for Human Resources/07 - IT Ops Best Practices 2.6M Applied AI for Human Resources/07 - IT Ops Best Practices/01 - Model development best practices.mp4 4.0K Applied AI for Human Resources/07 - IT Ops Best Practices/01 - Model development best practices.srt 2.1M Applied AI for Human Resources/07 - IT Ops Best Practices/02 - Using machine learning platforms.mp4 4.0K Applied AI for Human Resources/07 - IT Ops Best Practices/02 - Using machine learning platforms.srt 2.7M Applied AI for Human Resources/07 - IT Ops Best Practices/03 - Model serving best practices.mp4 4.0K Applied AI for Human Resources/07 - IT Ops Best Practices/03 - Model serving best practices.srt 2.9M Applied AI for Human Resources/07 - IT Ops Best Practices/04 - Security and privacy best practices.mp4 4.0K Applied AI for Human Resources/07 - IT Ops Best Practices/04 - Security and privacy best practices.srt 2.3M Applied AI for Human Resources/08 - Conclusion 2.3M Applied AI for Human Resources/08 - Conclusion/01 - Next steps.mp4 4.0K Applied AI for Human Resources/08 - Conclusion/01 - Next steps.srt 146M total
File: 01 - Artificial intelligence and human resources.mp4 Size: 7059628 bytes (6.73 MiB), duration: 00:01:22, avg.bitrate: 689 kb/s Audio: aac, 48000 Hz, stereo (und) Video: h264, yuv420p, 1280x720, 30.00 fps(r) (eng)
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