Embark on a transformative journey into the cutting-edge world of self-driving cars with this comprehensive specialization. Learn the core concepts, technologies, and systems that make autonomous vehicles a reality. From foundational principles to advanced decision-making, this course equips you with the expertise needed to design, implement, and test self-driving car technologies.
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Expérience recommandée
Ce que vous apprendrez
Build and test simulations using ROS, Gazebo, and Jetbot for autonomous driving experiments.
Apply computer vision and machine learning techniques to enable road scene understanding and object detection.
Master motion prediction, collision avoidance, and control systems for safe and efficient autonomous navigation.
Design and implement core systems of self-driving cars, including hardware, software, and system architecture.
Détails à connaître
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février 2025
6 devoirs
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Obtenez un certificat professionnel
Ajoutez cette qualification à votre profil LinkedIn ou à votre CV
Partagez-le sur les réseaux sociaux et dans votre évaluation de performance
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Il y a 6 modules dans ce cours
In this module, we will embark on an introductory journey into the world of Self-Driving Cars. Starting with their definition and historical evolution, we’ll explore the key technologies and safety standards that underpin their functionality. Additionally, we will cover typologies, decision-making processes, and the hardware and software that bring these revolutionary vehicles to life.
Inclus
9 vidéos1 lecture
In this module, we will delve into the essential design elements of Self-Driving Car systems. We’ll explore the hardware components that provide sensory input, the software systems that process data and manage driving tasks, and the architectural design that ensures seamless interaction between these elements. This comprehensive overview will lay the foundation for understanding how Self-Driving Cars operate as a cohesive unit.
Inclus
3 vidéos1 devoir
In this module, we will explore the intricate control systems that drive Self-Driving Cars. We’ll start with longitudinal control, Adaptive Cruise Control, and state estimation techniques before delving into advanced topics such as Kalman Filters, motion prediction, and collision detection. Additionally, we’ll introduce ROS simulation tools to develop and optimize these systems. By mastering these concepts, you'll gain a comprehensive understanding of the control mechanisms essential for autonomous vehicles.
Inclus
44 vidéos1 devoir
In this module, we will explore the world of computer vision, a critical component of Self-Driving Car technology. We’ll cover foundational concepts like object detection, tracking, and semantic segmentation, before diving into advanced techniques such as 3D object detection, HydraNets, and stereo vision. Finally, we’ll examine the integration of real-time vision depth perception using platforms like Jetson Nano, showcasing their impact on autonomous vehicle navigation and safety.
Inclus
10 vidéos1 devoir
In this module, we will master ROS simulations, a cornerstone of Self-Driving Car development. Starting with the setup of ROS2 and Gazebo, we’ll explore how to create model cars, roads, and detailed environments for realistic simulations. Additionally, we’ll delve into advanced topics such as motion prediction, state estimation, obstacle avoidance, and localization, providing a comprehensive toolkit for testing and refining autonomous vehicle systems.
Inclus
21 vidéos1 devoir
In this module, we will explore the practical application of Self-Driving Car concepts using the Jetbot platform. Starting with the setup and assembly of the Jetson Nano and Jetbot hardware, we’ll dive into functionalities like collision avoidance, road and object following, and real-time vision depth perception. The module culminates in testing the fully integrated Jetbot system in real-world environments, providing hands-on experience in robotics experimentation and validation.
Inclus
8 vidéos2 devoirs
Instructeur
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Offert par
Recommandé si vous êtes intéressé(e) par Support and Operations
University of Toronto
University of Toronto
University of Toronto
University of Toronto
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Foire Aux Questions
Yes, you can preview the first video and view the syllabus before you enroll. You must purchase the course to access content not included in the preview.
If you decide to enroll in the course before the session start date, you will have access to all of the lecture videos and readings for the course. You’ll be able to submit assignments once the session starts.
Once you enroll and your session begins, you will have access to all videos and other resources, including reading items and the course discussion forum. You’ll be able to view and submit practice assessments, and complete required graded assignments to earn a grade and a Course Certificate.