New!
                                      Nanodegree Program

                                      Become a Sensor Fusion Engineer

                                      Learn to fuse lidar point clouds, radar signatures, and camera images using Kalman Filters to perceive the environment and detect and track vehicles and pedestrians over time.
                                      Enroll now
                                      • DAYS
                                      • HRS
                                      • MIN
                                      • SEC
                                      • Estimated Time
                                        4 Months

                                        At 10 hours/week

                                      • Enroll by
                                        January 13, 2021

                                        Get access to classroom immediately on enrollment

                                      • Prerequisites
                                        Intermediate C++, Calculus, and Probability

                                      Built in Collaboration With

                                      • Mercedes-Benz

                                      Why take this Nanodegree program

                                      The Sensor Fusion Engineer Nanodegree program will teach you the skills that most engineers learn on-the-job or in a graduate program - how to fuse data from multiple sensors to track non-linear motion and objects in the environment. Apply the skills you learn in this program to a career in robotics, self-driving cars, and much more.


                                      Top Sensor Fusion Engineers in the US make an average of $149k!

                                      What You Will Learn

                                      Syllabus

                                      Sensor Fusion Engineer

                                      Learn to detect obstacles in lidar point clouds through clustering and segmentation, apply thresholds and filters to radar data in order to accurately track objects, and augment your perception by projecting camera images into three dimensions and fusing these projections with other sensor data. Combine this sensor data with Kalman filters to perceive the world around a vehicle and track objects over time.

                                      Learn to fuse data from three of the primary sensors that robots use: lidar, camera, and radar.

                                      Prerequisite Knowledge

                                      You should have intermediate C++ knowledge, and be familiar with calculus, probability, and linear algebra.

                                      • Lidar

                                        Process raw lidar data with filtering, segmentation, and clustering to detect other vehicles on the road.

                                      • Radar

                                        Analyze radar signatures to detect and track objects. Calculate velocity and orientation by correcting for radial velocity distortions, noise, and occlusions.

                                      • Cameras

                                        Fuse camera images together with lidar point cloud data. You'll extract object features, classify objects, and project the camera image into three dimensions to fuse with lidar data.

                                      • Kalman Filters

                                        Fuse data from multiple sources using Kalman filters, and build extended and unscented Kalman filters for tracking nonlinear movement.

                                      All Our Programs Include

                                      Real-world projects from industry experts

                                      Real-world projects from industry experts

                                      With real world projects and immersive content built in partnership with top tier companies, you’ll master the tech skills companies want.
                                      Technical mentor support

                                      Technical mentor support

                                      Our knowledgeable mentors guide your learning and are focused on answering your questions, motivating you and keeping you on track.
                                      Career Services

                                      Career services

                                      You’ll have access to resume support, Github portfolio review and LinkedIn profile optimization to help you advance your career and land a high-paying role.
                                      Flexible learning program

                                      Flexible learning program

                                      Get a custom learning plan tailored to fit your busy life. Learn at your own pace and reach your personal goals on the schedule that works best for you.
                                      Program OfferingsFull list of offerings included:
                                      Enrollment Includes:
                                      Class Content
                                      Content Co-created with Mercedes-Benz
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                                      Real-world projects
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                                      Project reviews
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                                      Project feedback from experienced reviewers
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                                      Student Services
                                      Technical mentor support
                                      New
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                                      Student community
                                      Improved
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                                      Career services
                                      Resume support
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                                      Github review
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                                      Linkedin profile optimization
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                                      Succeed with Personalized Services
                                      We provide services customized for your needs at every step of your learning journey to ensure your success!
                                      Experienced Project Reviewers
                                      Project Reviewers
                                      Technical Mentor Support
                                      Technical Mentor Support
                                      Get timely feedback on your projects
                                      Reviews By the numbers
                                      2000+ project reviewers
                                      1.8M projects reviewed
                                      4.85/5 reviewer ratings
                                      3 hour avg project review turnaround time
                                      Reviewer Services
                                      • Personalized feedback
                                      • Unlimited submissions and feedback loops
                                      • Practical tips and industry best practices
                                      • Additional suggested resources to improve

                                      Top Student Reviews

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                                      Get started with

                                      Become a Sensor Fusion Engineer

                                      Icon-Book-blue
                                      Learn
                                      Combine and filter lidar, radar, and camera data to detect and track vehicles and pedestrians.
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                                      Average Time
                                      On average, successful students take undefined months to complete this program.
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                                      Benefits include
                                      • Real-world projects from industry experts
                                      • Technical mentor support
                                      • Career services

                                      15% OFF

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                                      ? per month

                                      Start learning today! Switch to the monthly price afterwards if more time is needed.

                                      Pay as you go
                                      ?per month

                                      Start learning today! Get maximum flexibility to learn at your own pace.

                                      Program Details

                                      Program Overview - Why should I take this program?
                                      • Why should I enroll?
                                        Sensor fusion engineering is one of the most important and exciting areas of robotics.
                                        Sensors like cameras, radar, and lidar help self-driving cars, drones, and all types of robots perceive their environment. Analyzing and fusing this data is fundamental to building an autonomous system.
                                        In this Nanodegree program, you will work with camera images, radar signatures, and lidar point clouds to detect and track vehicles and pedestrians. By graduation, you will have an impressive portfolio of projects to demonstrate your skills to employers.
                                      • What jobs will this program prepare me for?
                                        As a Sensor Fusion Engineer, you'll be equipped to bring value to a wide array of industries and be eligible for many roles.
                                        Your opportunities might include roles such as an:
                                        • Imaging Engineer
                                        • Sensor Fusion Engineer
                                        • Perception Engineer
                                        • Automated Vehicle Engineer
                                        • Research Engineer
                                        • Self-Driving Car Engineer
                                        • Object Tracking Engineer
                                        • Sensor Engineer
                                        • System Integration Engineer
                                        • Depth Engineer
                                      • How do I know this program is right for me?
                                        If you’re interested in learning about lidar, radar, and camera data and how to fuse it together, this program is right for you.
                                        Sensors and sensor data are used in a wide array of applications -- from cell phones to robots and self-driving cars -- giving you a wide array of fields you could enter or advance a career in after this program.
                                      Enrollment and Admission
                                      • Do I need to apply? What are the admission criteria?
                                        There is no application. This Nanodegree program accepts everyone, regardless of experience and specific background.
                                      • What are the prerequisites for enrollment?
                                        To optimize your chances of success in the Sensor Fusion Engineer Nanodegree program, we’ve created a list of prerequisites and recommendations to help prepare you for the program curriculum. You should have the following knowledge:
                                        • Advanced knowledge in any object-oriented - programming language, preferably C++
                                        • Intermediate Probability
                                        • Intermediate Calculus
                                        • Intermediate Linear Algebra
                                        • Basic Linux Command Lines
                                      • If I don't meet the requirements to enroll, what should I do?
                                        For aspiring sensor fusion engineers who currently have a limited background in programming or math, we've created the Intro to Self-Driving Cars Nanodegree program to help you prepare. This program teaches C++, linear algebra, calculus, and statistics.
                                        If you have a limited background in programming, we’ve created the C++ Nanodegree program to help you prepare for the coding in this program.
                                      Tuition and Terms of Program
                                      • How is this program structured?
                                        The Sensor Fusion Engineer Nanodegree program is comprised of content and curriculum to support four (4) projects. We estimate that students can complete the program in four (4) months, working 10 hours per week.
                                        Each project will be reviewed by the Udacity reviewer network. Feedback will be provided and if you do not pass the project, you will be asked to resubmit the project until it passes.
                                      • How long is this Nanodegree program?
                                        Access to this Nanodegree program runs for the length of time specified in the payment card above. If you do not graduate within that time period, you will continue learning with month to month payments. See the Terms of Use and FAQs for other policies regarding the terms of access to our Nanodegree programs.
                                      • Can I switch my start date? Can I get a refund?
                                        Please see the Udacity Program Terms of Use and FAQs for policies on enrollment in our programs.
                                      Hardware and Software
                                      • What software and versions will I need for this program?
                                        We have few requirements since you will be coding on our virtual environments (“Workspaces”) in the browser. This means you can complete all coursework within our platform, and do not need to install anything on your own machine.
                                        If you choose to complete projects on your local machine, you should install:
                                        • C++ Version 11
                                        • Point Cloud Library 1.7

                                        Hardware Requirements:
                                        • None

                                      Get Started

                                      Start your path towards a Sensor Fusion career today

                                      Enroll now
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