Udacity

Introduction to Machine Learning Course

Engineering and Technology

Short Description

This class will teach you the end-to-end process of investigating data through a machine learning lens. Learn online, with Udacity.

Long Description

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.

Course Details

Duration
10 weeks
Difficulty
Intermediate
Format
Short Course
Price
Free
Course Link
More Information
Udacity
Description
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.