Self-Driving Car Foundational Course With Case Studies 2024

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