AWS Machine Learning Foundations Course

Free Course
8 weeks duration

Learn what machine learning is and the steps involved in building and evaluating models. Gain in demand skills needed at businesses working to solve challenges with AI.

Welcome to the AWS Machine Learning Foundations Course on Udacity! In this course, you will meet your instructors and learn about the pre-requisites for the course. You will then dive into the world of machine learning, where you will differentiate between supervised and unsupervised learning, identify problems that can be solved with machine learning, and explore commonly used algorithms such as linear regression, logistic regression, and k-means. You will also learn about model training and testing, and how to evaluate the performance of a machine learning model using metrics. Moving on, you will discover the various AWS machine learning offerings and understand how different services are used for different applications. You will explore computer vision and its popular tasks, as well as reinforcement learning in the context of AWS DeepRacer. Additionally, you will learn about generative AI and its applications, and explore famous generative AI models in the context of music and AWS DeepComposer. The course also covers software engineering practices, where you will learn about writing clean and modular code, writing efficient code, code refactoring, adding meaningful documentation, and using version control. You will also learn about testing, logging, and code reviews. Finally, the course introduces you to object-oriented programming syntax and how to use it to create a Python package.

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Udacity is an online learning platform that offers a wide range of courses and programs in various fields such as technology, business, data science, and artificial intelligence. It was founded in 2012 by Sebastian Thrun, David Stavens, and Mike Sokolsky with the aim of providing accessible and affordable education to individuals worldwide. Udacity's courses are designed in collaboration with industry experts and leading companies, ensuring that the content is relevant and up-to-date. The platform offers both self-paced courses and guided programs, allowing learners to choose the learning style that suits them best. Udacity also provides career services and support, including resume reviews, interview preparation, and job placement assistance, to help learners transition into their desired careers.
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