Free Download Self-Driving Car Foundational Course With Case Studies 2024
Published 1/2024
MP4 | Video: h264, 1920x1080 | Audio: AAC, 44.1 KHz
Language: English | Size: 1.73 GB | Duration: 2h 7m
Learn the basics of Self-Driving Cars in a simplified manner | Autonomous Vehicles
What you'll learn
Need for Self-Driving Car
History of Self-Driving Car
Human Brain & Artificial Neural Network
Foundations of AI & Machine Learning[ML]
Type of ML - Supervised , Unsupervised, Reinforcement Learning
Role of ML in Self-Driving Car / Autonomous Vehciles
Perception Module
Localization Module
Path Planning Module
Motion Control Module
Case Study I - Waymo System Overview
Case Study I - Waymo Perception, Localization, Path Planning, & Motion Control Module
Requirements
Basic Understanding of Artificial Intelligence: A fundamental grasp of AI principles will be beneficial. This includes familiarity with basic AI concepts and terminology. Don't worry if you're not an expert - a general awareness is sufficient to get started.
Math Fundamentals: A comfort with numbers, especially basic algebra and statistics, will help you understand the tech behind the wheel.
Google Colab Access: Not a must-have right now, but having this tool in your kit will be handy for later sections
Enthusiasm for Autonomous Vehicles: Your interest and passion for self-driving cars are your best assets.
Open Mind and Curiosity: Stay curious and open to new ideas - they're the fuel for innovation in this field.
Description
Zero to Hero: Self-Driving Car Foundational Course 2024 (Case Studies Included)Learn the Fundamentals of Self-Driving Cars in an Easy-to-Understand FormatWelcome to our Self-Driving Cars Starter Course. This course is designed to provide a straightforward introduction to the world of autonomous vehicles. You'll gain insights into the key components and technologies behind Self-Driving Cars through clear explanations, diagrams, and practical case studies.Here's what the course covers:Need for Self-Driving CarsHistory and evolution of autonomous vehicle technologyAn overview of how Self-Driving Cars workBasics of AI and Neural Networks in relation to Self-Driving CarsDifferent types of Machine Learning Techniques and their application in autonomous vehicles industrySensor technologies and their role in Self-Driving CarsFundamental concepts in Perception, Localization, Path Planning, and Motion Control for autonomous vehiclesDetailed case studies from leading companies like WaymoThis course is continuously updated to reflect the latest advancements in AI and autonomous vehicle technology. It's an ideal starting point for anyone interested in understanding the fundamentals of AI and Self-Driving Cars, whether for personal interest, career development, or academic pursuits.Enroll now to begin your journey into the exciting world of Self-Driving Cars and AI. This course is your gateway to understanding and engaging with one of the most innovative fields in technology today.We look forward to helping you start your journey in Self-Driving Cars!
Overview
Section 1: Introduction
Lecture 1 Introduction
Section 2: Need for Self-Driving Car
Lecture 2 Need for Self-Driving Car
Section 3: History of Self-Driving Cars
Lecture 3 History of Self-Driving Cars
Section 4: How does a Self-Driving Car work?
Lecture 4 How does a Self-Driving Car work?
Section 5: Human Brain & Artificial Neural Network
Lecture 5 Human Brain & Artificial Neural Network
Section 6: Machine Learning & Algorithms
Lecture 6 Machine Learning & Algorithms
Section 7: Role of Machine Learning in Self-Driving Cars
Lecture 7 Role of Machine Learning in Self-Driving Cars
Section 8: Sensors enabling Perception
Lecture 8 Sensors enabling Perception
Section 9: Perception Framework
Lecture 9 Perception Framework
Section 10: Localization
Lecture 10 Localization
Section 11: Localization Case Study
Lecture 11 Localization Case Study
Section 12: Path Planning
Lecture 12 Path Planning
Section 13: Motion Control
Lecture 13 Motion Control
Section 14: Case Study I - Waymo Overview
Lecture 14 Case Study I - Waymo Overview
Section 15: Waymo Perception Stack
Lecture 15 Waymo Perception Stack
Section 16: Waymo Localization Stack
Lecture 16 Waymo Localization Stack
Section 17: Waymo Path Planning & Motion Control
Lecture 17 Waymo Path Planning & Motion Control
For those looking for beginner-friendly introduction to Self-Driving Cars / Autonomous Vehicles,For those looking to pivot their career to the realm of Self-Driving Car / Autonomous Vehicles,For those who want build a self-driving car,For those curious to understand how Self-Driving Cars like Waymo, Tesla, and Zoox work
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