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Starts 5 June 2025 23:47
Ends 5 June 2025
Basics of Machine Learning
University of Vigo
3 Courses
The University of Vigo is a public institution of higher education situated in Galicia, Spain. It provides bachelor's and master's degree programs in various fields as well as research possibilities. It is known for its student-focused methodology and dedication to innovation.
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Overview
Delve into the world of artificial intelligence with the "Basics of Machine Learning" course offered by the University of Vigo in collaboration with edX. This meticulously designed curriculum is aimed at imparting a profound understanding of machine learning's core principles and methodologies.
Participants will explore vital topics including probability density estimation, linear regression, and various classification techniques such as linear discriminants, logistic regression, and support vector machines. The course further delves into ensemble methods like bagging and boosting, and provides an introductory glance at the complexities of deep neural networks.
Students will establish a robust foundation in machine learning through practical exercises that consolidate the knowledge of the discussed techniques and offer rich, hands-on experience.
By the culmination of this course, learners will possess the necessary competence to apply machine learning tools and strategies in their projects, paving their way towards advanced study or career advancement in this fast-paced domain.
Categories covered in this course include Machine Learning, Reinforcement Learning, Supervised Learning, Unsupervised Learning, and Linear Regression, making it a comprehensive launching pad for anyone looking to venture into the field of machine learning.
Taught by
Prof. Dr. Bastian Leibe
