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RDAIA
The Role of Data in AI Auditing

English
Intermediate
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Course Overview

In this course, discover the stages for training the AI model, such as testing, preprocessing, and selection. Explore techniques for evaluating data quality, focusing on completeness, accuracy, and consistency, such as data profiling, cleansing, and validation. Examine methods for identifying and addressing data bias in AI systems, using statistical methods and visualization tools. Finally, learn about the importance of data integrity and mitigation strategies such as data augmentation and reweighting.

Key Takeaways

1
Discover the key concepts covered in this course
2
Outline the vital role data plays in the development of AI systems, including training, testing, and risks
3
Explain how data bias can lead to unfair or discriminatory AI outcomes
4
Assess the quality of data in AI systems, focusing on accuracy, consistency, and timeliness
5
Identify the importance of data integrity, how compromised data can affect AI system outcomes, and strategies for mitigation such as encryption
6
Explore techniques for identifying and addressing data bias in AI systems, such as statistical methods and visualization tools
7
Summarize the key concepts covered in this course

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At Skillsoft, we believe every individual has the poten-tial to be amazing. Our vision is to unleash that poten-tial through the power of learning. As the world’s largest provider of professional digital learning, Skill-soft delivers:
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Unlike other providers, Skillsoft is inclusive, with learning options for all. Our effectiveness, variety and global reach are unmatched.

Course Outline

Course Overview
Role of Data in AI System Development
Impact of Data Bias on AI Systems
Assessing Data Quality in AI Audits
Data Integrity and Its Effect
Detecting and Mitigating Data Bias
Course Summary

Who Should Attend?

This highly practical and interactive course has been specifically designed for

Everyone

FAQ

What language will the course be taught in and what level of English do I need to take part in an LEORON training program?
Most of our public courses are delivered in English language. You need to be proficient in English to be able to fully participate in the workshop and network with other delegates. For in-house courses we have the capability to train in Arabic, Dutch, German and Portuguese.
Are LEORON Public courses certified by an official body/organization?
LEORON Institute partners with 20+ international bodies and associations.We also award continuing professional development credits (CPE/PDUs) for:1. NASBA (National Association of State Boards of Accountancy) 2. Project Management Institute PDUs 3. CISI credits 4. GARP credits 5. HRCI recertification credits 6. SHRM recertification credits
What is the deadline for registering to a public course?
The deadline to register for a public course is 14 days before the course starts. Kindly note that occasionally we do accept late registrations as well, but this needs to be confirmed with the project manager of the training program or with our registration desk that can be reached at +1071 4 1075 5711 or [email protected].
What does the course fee cover?
The course fee covers a premium training experience in a 5-star hotel, learning materials, lunches & refreshments, and for some courses, the certification fee and membership with the accrediting bodies.
Does LEORON give discounts?
Yes, we can provide discounts for group bookings. If you would like to discuss a discount on a corporate level, we will be happy to talk to you.

Reviews

  • Review:
    IAMM Internal Audit Maturity Model
    In recognition of their dedication and contribution supporting IKEA Saudi Arabia in arranging training programs during 2017 & 2018, looking forward for more development and exciting effort this year. On behalf of IKEA Saudi Arabia, THANK YOU!
    Dalal Kutbi
  • Review:
    Certified Professional in Quality and Patient Safety
    Dating back to 2014, Mobily’s “LEORON” experience has grown from a single collaboration to a long-term partnership. We consider “LEORON” Institute as a strategic partner, whose contribution has been nothing but premium in equipping our staff with field-based knowledge and information. Past three years have resulted with an expanded collaboration with superior customer service and support. Best Regards,
    Turki S. Alsahaan
  • Review:
    Certified Professional in Quality and Patient Safety
    Since the partnership was signed between BAE Systems Saudi Development & Training and LEORON in 2017, we have been working together to offer the Saudi market a complete portfolio of training solutions benefiting from the wide and extensive experience of both parties. Recognizing the great success of this partnership, we are looking for further collaborations in the future that will position both companies as one of the leading training providers in Saudi Arabia. We thank the LEORON team for their full cooperation and continuing support, and look forward to further success together in the years to come.
    Emad Alrajih
  • Review:
    Certified Professional in Quality and Patient Safety
    We have been working with LEORON for the past two years and will be working with them again this upcoming year. The programs they delivered were fruitful and exciting and our organization has received positive feedback from the participants. What our organization aims to do is to provide at no cost training for all the private sector employees so that they may benefit from our offered programs in Innovation and Professional development. Leoron has helped us achieve this goal. We look forward to continuing this service and wish them the best of luck. Regards,
    Nasser M. Al-Subaie