Advanced Kalman Filtering and Sensor Fusion
Advanced Kalman Filtering and Sensor Fusion, You need to learn know Sensor Fusion and Kalman Filtering! Learn how to use these concepts and implement them with a focus on autonomous vehicles in this course. The Kalman filter is one of the greatest discoveries in the history of estimation and data fusion theory, and perhaps one of the greatest engineering discoveries in the twentieth century. It has enabled mankind to do and build many things which could not be possible otherwise. It has immediate application in control of complex dynamic systems such as cars, aircraft, ships and spacecraft. These concepts are used extensively in engineering and manufacturing but they are also used in many other areas such as chemistry, biology, finance, economics, and so on. You will learn the theory from ground up, so you can completely understand how it works and the implications things have on the end result. You will also learn practical implementation of the techniques, so you know how to put the theory into practice. In this course you will work with a C++ simulation that leads you through the implementation of various Kalman filtering methods for autonomous vehicles. At the end of the course, the Capstone project is to implement the Unscented Kalman Filter and run it as it would be used in a real self-driving car or autonomous vehicle!

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What You'll Master in this Course
Course Curriculum74 Lectures
9 sections • 19.7 hours total length
Requirements
- A curious mind!
- Basic Calculus: Functions, Derivatives, Integrals
- Linear Algebra: Matrix and Vector Operations
- Basic Probability
- Basic C++ Programming Knowledge
Description
Instructor
Senior Industry Specialist
Specialist in Other Professional Courses
Passionate educator focused on real-world practical skills, modern frameworks, and production-ready engineering practices. Delivering step-by-step masterclasses accessible to learners globally on MJ Accedemy.

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