Introduction to Responsible AI in Practice Training in South Africa

  • Learn via: Classroom
  • Duration: 1 Day
  • Price: From €1,170+VAT
We can host this training at your preferred location. Contact us!

In this course, you will do a high-level exploration of Google's recommended best practices for responsible AI usage across different areas of focus.

The development of AI has created new opportunities to improve the lives of people around the world, from business to healthcare to education. It has also raised new questions about the best way to build fairness, interpretability, privacy, and safety into these systems.

In this course, you will do a high-level exploration of Google's recommended best practices for responsible AI usage across different areas of focus: Fairness, Interpretability, Privacy and Safety. Along the way, you will learn how you can leverage different open-source tools and tools on Vertex AI to explore these concepts and spend time considering the different challenges that arise with generative AI.



Is This The Right Course?

  • Familiarity with basic concepts of machine learning
  • Familiarity with basic concepts of generative AI on Google Cloud in Vertex AI

Who Should Attend?

Machine learning practitioners and AI application developers wanting to leverage generative AI in a responsible manner.

  • Familiarity with basic concepts of machine learning
  • Familiarity with basic concepts of generative AI on Google Cloud in Vertex AI

Students will learn,

  • Overview of Responsible AI principles and practices
  • Implement processes to check for unfair biases within machine learning models
  • Explore techniques to interpret the behavior of machine learning models in a human-understandable manner
  • Create processes that enforce the privacy of sensitive data in machine learning applications
  • Understand techniques to ensure safety for generative AI-powered applications

Module 1: AI Principles and Responsible AI

  • Google's AI Principles
  • Responsible AI practices
  • General best practices

Module 2: Fairness in AI

  • Overview of Fairness in AI
  • Examples of tools to study fairness of datasets and models

Module 3: Interpretability of AI

  • Overview of Interpretability in AI
  • Metric selection
  • Taxonomy of explainability in ML Models
  • Examples of tools to study interpretability

Module 4: Privacy in ML

  • Overview of Privacy in ML
  • Data security
  • Model security
  • Security for Generative AI on Google Cloud

Module 5: AI Safety

  • Overview of AI Safety
  • Adversarial testing
  • Safety in Gen AI Studio


Contact us for more detail about our trainings and for all other enquiries!

Upcoming Trainings

Join our public courses in our South Africa facilities. Private class trainings will be organized at the location of your preference, according to your schedule.

08 January 2025 (1 Day)
Cape Town, Durban, Johannesburg
Classroom / Virtual Classroom
08 January 2025 (1 Day)
Cape Town, Durban, Johannesburg
Classroom / Virtual Classroom
10 February 2025 (1 Day)
Cape Town, Durban, Johannesburg
Classroom / Virtual Classroom
10 February 2025 (1 Day)
Cape Town, Durban, Johannesburg
Classroom / Virtual Classroom
13 March 2025 (1 Day)
Cape Town, Durban, Johannesburg
Classroom / Virtual Classroom
04 April 2025 (1 Day)
Cape Town, Durban, Johannesburg
Classroom / Virtual Classroom
13 March 2025 (1 Day)
Cape Town, Durban, Johannesburg
Classroom / Virtual Classroom
08 April 2025 (1 Day)
Cape Town, Durban, Johannesburg
Classroom / Virtual Classroom
Introduction to Responsible AI in Practice Training Course in South Africa

Formerly known as Union of South Africa, now officially known as Republic of South Africa is the Southernmost country in Africa. South Africa's population is over 60 million people, which makes the country the world's 23rd-most populous nation. South Africa has three capital cities: executive Pretoria, judicial Bloemfontein and legislative Cape Town, while the largest city is Johannesburg. The official languages of South Africa are Afrikaans, English, Ndebele, Pedi, Sotho, Swati, Tsonga, Tswana, Venda, Xhosa and Zulu.

South Africa can be rainy from November to February, so the best time to visit South Africa is from May to September. Despite the rainy season South Africa is a year-round destination, with varying regional climates. Blyde River Canyon, Durban, Drakensberg, Kruger National Park and of course, Cape Town are the tourist attractions of the country.

Expand your IT knowledge with our comprehensive range of courses, including programming, software development, business skills, data science, cybersecurity, cloud computing and virtualization. Our skilled instructors will facilitate hands-on training and share practical insights, all conveniently conducted at your preferred location within South Africa.
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