A Highly Interactive Training Course On

Human-Centered Machine Learning (HCML)

Designing AI Systems that Prioritize People, Context, and Ethical Intelligence

Classroom Sessions
15-19 Sep 2025
Dubai
$5,950
15-19 Dec 2025
London
$5,950
06-10 Apr 2026
Dubai
$5,950
13-17 Jul 2026
Amsterdam
$5,950
19-23 Oct 2026
Dubai
$5,950
14-18 Dec 2026
London
$5,950
Online Sessions
21-25 Jul 2025
Online
$3,950

Course Introduction

With the rapid advancement of AI technology, the focus is shifting from creating models driven solely by data to designing systems that genuinely understand, respect, and address human needs. Human-Centered Machine Learning (HCML) is a growing field that combines machine learning, human-computer interaction (HCI), psychology, and design. It is dedicated to developing intelligent systems that are not only technically precise but also ethically responsible, inclusive, interpretable, and sensitive to human values, behavior, and societal impact.

This Human-Centered Machine Learning (HCML) training course offers an in-depth exploration of the principles, tools, and techniques used in this field. It equips participants with the knowledge to create AI solutions that are user-friendly, trustworthy, and meaningful. Through a blend of theoretical learning, real-world case studies, and hands-on projects, participants will explore how to integrate human insights into machine learning, reduce bias, and enhance transparency and usability in AI systems.

Training Objectives

By the end of this training course, participants will be able to:

  • Understand the principles of Human-Centered Design in the context of AI and ML
  • Identify and reduce algorithmic bias and ensure ethical fairness in machine learning models
  • Integrate human feedback into the model training and refinement loop
  • Design user-centric AI interfaces that enhance transparency, trust, and interpretability
  • Apply participatory design practices to AI system development
  • Evaluate the usability and societal impact of intelligent systems

Training Methodology

This training course will utilise a variety of proven adult learning techniques to ensure maximum understanding, comprehension and retention of the information presented. This includes an interactive mixture of lecture-led learning & group discussions.

Who should Attend?

This training course is suitable to a wide range of professionals but will greatly benefit:

  • AI/ML Engineers and Data Scientists
  • UX/UI Designers working with intelligent systems
  • Human-Computer Interaction (HCI) researchers and practitioners
  • Product Managers and Innovation Strategists
  • Digital Transformation and Ethics Officers
  • Policymakers and Tech Governance Professionals

Course Outline

Day One: Foundations of Human-Centered Machine Learning
  • Introduction to HCML: Concepts and Principles
  • The limitations of traditional ML approaches
  • Human-Centered Design vs. Technology-Centric Design
  • Overview of ethical frameworks in AI development
  • Case studies: Human impact of poorly designed ML systems
Day Two: Understanding Human Needs and Bias in ML
  • Human perception, cognition, and trust in AI systems
  • Identifying and measuring bias in datasets and models
  • Inclusive data collection strategies
  • Human diversity and accessibility in AI
  • Workshop: Diagnosing bias in real-world AI applications
Day Three: Designing User-Friendly and Interpretable AI Systems
  • UX principles for AI-driven applications
  • Explainable AI (XAI): Techniques and best practices
  • Transparency and interpretability in different models (e.g., black-box vs. white-box)
  • Visualizing machine learning outputs for end-users
  • Hands-on: Building interpretable models using user-centric tools
Day Four: Human-in-the-Loop Learning and Feedback Integration
  • Concepts of Human-in-the-Loop (HITL) systems
  • Reinforcement learning from human feedback
  • Interactive labeling, active learning, and adaptive systems
  • Tools for prototyping HCML systems (e.g., Teachable Machine, LIME, SHAP)
  • Case study: Iterative refinement with user feedback
Day Five: Ethical, Social, and Practical Implications of HCML
  • The role of empathy, transparency, and trust in AI adoption
  • Regulatory perspectives and ethical AI governance
  • Designing for marginalized and vulnerable populations
  • Group activity: Propose and present a human-centered AI project
  • Final discussion: The future of HCML in responsible AI

Providers and Associations

Anderson
Anderson
Aztech Training
Aztech Training
Coventry
Coventry

Certificates

  • COPEX Certificate of Attendance will be provided to delegates who attend and complete the course
Whats Makes Copex Courses Unique?

COPEX Training is your gateway to professional growth, with over 20 years of experience turning potential into success. Each year, we deliver over 1,000 courses in 50+ countries, earning a stellar 98% satisfaction rate. Trusted by global giants like BP, the United Nations, and HSBC, we partner with top certification bodies to provide career-focused training that empowers individuals and drives organizational breakthroughs. Our mission? To transform the way professionals learn and grow in today’s fast-changing industries. Through expert insights, cutting-edge methods, and hands-on approaches, we equip you with the skills and confidence to tackle challenges, seize opportunities, and thrive in your career.

Led by a passionate leadership team and supported by a network of world-class trainers, COPEX Training connects professionals worldwide with life-changing opportunities. We are committed to excellence, ensuring every participant leaves with the tools, expertise, and confidence to conquer an ever-evolving world.

Frequently Asked Questions

This FAQ section provides quick answers to the most common questions about our services, procedures, and policies. We aim to make your experience with us as straightforward as possible. For further assistance, our support team is ready to help.

What is COPEX?

COPEX stands for “The Centre for Operations & Procurement Excellence”. Our courses are designed to develop and enhance the skills and knowledge of professionals across various sectors.

What are the benefits of attending COPEX training courses?

Enhanced Skills: Develop in-demand skills and knowledge in your chosen field.
Career Advancement: Improve your career prospects and increase your earning potential.
Increased Confidence: Gain confidence in your abilities and enhance your professional presence.
Networking Opportunities: Connect with other professionals and industry experts.
Improved Job Performance: Enhance your productivity, efficiency, and job satisfaction.
Personal Growth: Develop valuable personal and professional skills that can benefit you in all areas of life.

What makes COPEX training courses unique?

Experienced Instructors: Courses are delivered by highly qualified and experienced instructors with industry expertise.
Interactive Learning: Engaging and interactive learning methods, including workshops, simulations, case studies, and group discussions.
Practical Application: Focus on practical skills and real-world applications, enabling you to apply your learning immediately.
Flexible Learning Options: A variety of course formats available, including classroom training, online courses, and blended learning.
Certification & Recognition: Upon successful completion, you may receive industry-recognized certifications.

What is the cost of COPEX training courses?

The cost of COPEX training courses varies depending on the course duration, content, and delivery method.

How can I register?

There are several ways to register in our public training courses:
Online – Browse the Training Plan, select the course of choice, click on the button
“Register Now” inside the course outline page.
E-mail – Send the details (name, company name, email address and training course of
choice) of your nomination to [email protected]
Telephone – +971 4 368 6886 or +971 50 106 2750

When will I receive the confirmation for my registration/s?

Upon successful registration, processing window will take not more than 24 hours from the time of registration. An email including the registration confirmation, invoice and joining instructions will be sent to the provided email address.

What is included in the training fee?

Published training course fees are inclusive of the training venue, training manual, writing materials, lunch and coffee breaks with refreshments over the entire duration of the training course.

What are the available payment methods?

The training course fee can be settled by either:

  • Bank transfer
  • Credit Card

How many hours per day, and what are the timings of your training courses?

Our training courses will run for 5 hours per day. The standard daily timing is from 8:30 am – 3:30 pm including the coffee/tea breaks and lunch.

Where do you usually hold your training courses?

Our training courses courses are being held at five-star hotels in prime and iconic destinations across the globe. Cities such as Amsterdam, Barcelona, Dubai, Geneva, Istanbul, Kuala Lumpur, London, Houston, New York, Paris, Vienna, Zurich, etc.

Do you provide hotel booking assistance to your delegates?

Once officially registered, we can assist by providing the corporate rates provided by the hotel where the training course will be conducted. Early confirmation will enable us to secure the room at reduced rates

In case of failure to attend, what is your cancellation policy?

Our cancellation policy varies depending on the circumstances presented. Generally, cancellations must be initiated in formal writing at least 14 days prior to the commencement date of the training course. Further, the option to shift an existing registration to another training course on a later date is possible. Otherwise, a full refund will be initiated.

What will I receive after the training course?

Delegates who will attend and successfully complete the training course will earn a COPEX Certificate of Completion. This certification is designed to validate the successful knowledge transfer, and that the desired learning objectives and outcomes to further advance your professional competency are achieved.

We can customize this
training course for you!

At Copex Training, we offer customizable courses designed to fit your specific needs. whether it's refining procurement practices or enhancing leadership and management skills, we tailor our programs to meet your unique goals and challenges. Let us create a training solution that delivers real results for your team.
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