Practical Machine Learning for AI: Foundational Skills and Experiments

Posted 1 month 15 days ago by Cardiff University

Duration : 2 weeks
Study Method : Online
Subject : IT & Computer Science
Overview
Discover machine learning principles and applications on this course for non-ML specialists.
Course Description

Explore AI with Machine Learning

Unlock the potential of machine learning and take your first steps towards mastering this revolutionary technology. Enrol in this course to uncover its fundamental principles, understand ethical considerations, and gain practical skills that set you apart in the field of artificial intelligence.

Discover the principles of machine learning fundamentals

Machine learning is at the core of today’s AI advancements, influencing technologies, such as self-driving cars and search engines.

You’ll learn what it is, how it works, and why it’s crucial in the modern technological landscape. By the end of this segment, you’ll have a solid understanding of machine learning basics, preparing you for more advanced topics.

Understand the ethical implications of machine learning

Next, you’ll explore topics such as bias in AI, data privacy issues, and the societal impacts of machine learning technologies. Understanding these ethical dilemmas is essential for anyone entering this field, ensuring that the development and application of machine learning solutions are responsible and fair.

Explore data preprocessing techniques

Effective machine learning models depend heavily on the quality of data they are trained on. This section focuses on the fundamental techniques of data preprocessing. You’ll learn how to clean, transform, and prepare data for use in machine-learning models.

You’ll also be able to improve the accuracy and performance of your machine-learning experiments, making your insights more reliable and impactful.

By the end of the course, you’ll be well-equipped to apply machine learning principles in real-world scenarios, paving the way for further study and career advancement in this exciting field.

This course is for anyone interested in delving into the field of machine learning.

Whether you’re a non-specialist seeking foundational knowledge, a tech enthusiast, or a professional aiming to upskill, this course provides the essential principles and hands-on experience needed to advance in AI.

Requirements

This course is for anyone interested in delving into the field of machine learning.

Whether you’re a non-specialist seeking foundational knowledge, a tech enthusiast, or a professional aiming to upskill, this course provides the essential principles and hands-on experience needed to advance in AI.

Career Path
  • Describe a fundamental understanding of machine learning
  • Identify the fundamental principles underlying common machine learning methods
  • Apply the appropriate environment to run machine learning experiments
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