Engineering and Technology
This class will teach you the end-to-end process of investigating data through a machine learning lens. Learn online, with Udacity.
Welcome to the Introduction to Machine Learning course on Udacity! In this course, you will learn all about Machine Learning and have the opportunity to meet Sebastian Thrun, a renowned expert in the field. Throughout the course, you will explore the various applications of Machine Learning in technology and science. You will also delve into specific topics such as Naive Bayes, Support Vector Machines, Decision Trees, and more. Through hands-on exercises, you will gain practical experience using popular tools like scikit-learn in Python to implement these algorithms. Additionally, you will learn how to choose the right kernel for Support Vector Machines, understand the concepts of entropy and information gain in Decision Trees, and apply your knowledge to real-world datasets like the Enron Email Dataset. Furthermore, you will explore regression techniques, including Linear Regression, and learn how to handle outliers to improve the accuracy of your predictions. The course also covers clustering algorithms like K-Means and teaches you how to preprocess data using feature scaling techniques. By the end of this course, you will have a solid foundation in Machine Learning and be able to apply your knowledge to various datasets and problems.
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