Autonomous Driving Courses and Certifications

GAIA

Transforming Autonomous Driving with Large Language Models and Generative AI

Explore cutting-edge AI models LINGO and GAIA, revolutionizing autonomous driving with advanced language processing, visual interpretation, and realistic scenario generation for enhanced safety and decision-making.

• YouTube
• 29 minutes
• Self-Paced
• Free Video

GAIA

Zenseact Open Dataset for Advancing Autonomous Driving

Explore the Zenseact Open Dataset's role in advancing autonomous driving technology. Learn about its creation, features, and applications in ongoing research projects.

• YouTube
• 31 minutes
• Self-Paced
• Free Video

Conf42

Introduction to ADAS and Autonomous Driving

Explore ADAS and autonomous driving fundamentals, hardware components, functions, computing requirements, software elements, and their impact on road safety and transportation.

• YouTube
• 17 minutes
• Self-Paced
• Free Video

Eclipse Foundation

Improving Autonomous Driving Platforms with Zenoh-Flow Data Flow System

Discover how Zenoh-Flow structures complex applications into computing units, demonstrated through an Autonomous Driving platform implementation with focus on deployment automation and business logic development.

• YouTube
• 22 minutes
• Self-Paced
• Free Video

Black Hat

The Key to Remote Vehicle Control - Autonomous Driving Domain Controller

Explore security risks in autonomous driving controllers, including hardware structure, testing methods, and potential vulnerabilities. Learn to extract AI models and control vehicles remotely.

• YouTube
• 33 minutes
• Self-Paced
• Free Video

USENIX

Understanding the Mechanisms Behind NDT-Based Localization Vulnerabilities in Autonomous Driving

Explore NDT-based localization vulnerabilities in autonomous driving, revealing how LiDAR manipulation can cause 23m errors leading to dangerous behaviors like lane departures.

• YouTube
• 11 minutes
• Self-Paced
• Free Video

Anyscale

Vehicle Intelligence at Scale - Advancing Autonomous Driving and Mobility Systems

Explore how Applied Intuition advances intelligent vehicle development through large-scale simulation, autonomous driving software, and data-driven validation for safer transportation.

• YouTube
• 20 minutes
• Self-Paced
• Free Video

Scaling Autonomous-Driving R&D - A 100 PB, 100 Billion-File Open-Source Elastic File System on K8s

Discover how to build a 100 PB elastic file system for autonomous driving R&D using open-source tools on Kubernetes, enabling seamless data sharing across thousands of nodes.

• YouTube
• 31 minutes
• Self-Paced
• Free Video

Empower Autonomous Driving with Cloud Native Serverless Technologies

Explore how cloud-native serverless technologies empower autonomous driving, addressing challenges in data archiving, resource management, and architecture flexibility for complex use cases and numerous modules.

• YouTube
• 33 minutes
• Self-Paced
• Free Video

Tokyo Institute of Technology

ライントレースに挑戦：自動運転のための第一歩｜Try Virtual Line Tracing: First Steps Toward Autonomous Driving

Dive into autonomous driving fundamentals through virtual line-tracing experiments with LEGO robots, mastering sensor measurements and feedback control using MATLAB simulations.

• edX
• 5 weeks, 60-120 hours/week
• Self-Paced
• Free Online Course

Amazon Web Services;  Amazon

Introduction to Autonomous Driving Data Framework (ADDF) on AWS

Learn about AWS's Autonomous Driving Data Framework (ADDF), addressing challenges in AV testing through virtual simulations, data lakes, and advanced analytics for improved safety and reliability.

• AWS Skill Builder
• Self-Paced
• Free Certificate

Andreas Geiger

Learning Robust Driving Policies

Explore robust driving policies for autonomous vehicles, covering situational reasoning strategies and addressing covariate shift in imitation learning to improve generalization and safety in diverse conditions.

• YouTube
• 35 minutes
• Self-Paced
• Free Video

AI Engineer

Waymo's EMMA - Teaching Cars to Think

Explore Waymo's EMMA model and how multimodal AI transforms autonomous driving through end-to-end architectures that process sensor data into driving decisions.

• YouTube
• 17 minutes
• Self-Paced
• Free Video

Discover AI

Dream to Chat - Model-based Reinforcement Learning on Dialogues with User Belief Modeling and LSD-3D - Large-Scale 3D Driving Scene Generation with Geometry Grounding

Discover cutting-edge AI research from Geely and Mercedes-Benz on dialogue systems with user belief modeling and large-scale 3D driving scene generation for autonomous vehicles.

• YouTube
• 35 minutes
• Self-Paced
• Free Video

Textual Explanation for Self-Driving Vehicles

Explore self-driving vehicle technology through an explainable driving model, focusing on network architecture, preprocessing, and evaluation of vehicle control and explanation generation.

• YouTube
• 28 minutes
• Self-Paced
• Free Video