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The Complete Self-Driving Car Course - Applied Deep Learning (Udemy.com)

Learn to use Deep Learning, Computer Vision and Machine Learning techniques to Build an Autonomous Car with Python

Created by: Rayan Slim

Last updated February 2026

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What you will learn

  • Learn to apply Computer Vision and Deep Learning techniques to build automotive-related algorithms
  • Understand, build and train Convolutional Neural Networks with Keras
  • Simulate a fully functional Self-Driving Car with Convolutional Neural Networks and Computer Vision
  • Train a Deep Learning Model that can identify between 43 different Traffic Signs
  • Learn to use essential Computer Vision techniques to identify lane lines on a road
  • Learn to build and train powerful Neural Networks with Keras
  • Understand Neural Networks at the most fundamental perceptron-based level

How it compares

Against the other 126 rated Udemy courses in Deep Learning on CourseDuck:

  • Rating4.6 out of 5higher than 65% of them
  • Reviews4,316#21 of 127 by number of reviews
  • Length18.1 hourslonger than 76% of them
  • Last updatedFebruary 2026more recently than 72% of them

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Course Description

Self-driving cars have rapidly become one of the most transformative technologies to emerge. Fuelled by Deep Learning algorithms, they are continuously driving our society forward and creating new opportunities in the mobility sector. 

Deep Learning jobs command some of the highest salaries in the development world. This is the first, and only course which makes practical use of Deep Learning, and applies it to building a self-driving car, one of the most disruptive technologies in the world today.

Learn & Master Deep Learning in this fun and exciting course with top instructor Rayan Slim. With over 28000 students, Rayan is a highly rated and experienced instructor who has followed a "learn by doing" style to create this amazing course.

You'll go from beginner to Deep Learning expert and your instructor will complete each task with you step by step on screen.

By the end of the course, you will have built a fully functional self-driving car fuelled entirely by Deep Learning. This powerful simulation will impress even the most senior developers and ensure you have hands on skills in neural networks that you can bring to any project or company.


This course will show you how to:

  • Use Computer Vision techniques via OpenCV to identify lane lines for a self-driving car.

  • Learn to train a Perceptron-based Neural Network to classify between binary classes.

  • Learn to train Convolutional Neural Networks to identify between various traffic signs.

  • Train Deep Neural Networks to fit complex datasets.

  • Master Keras, a power Neural Network library written in Python.

  • Build and train a fully functional self driving car to drive on its own!

No experience required. This course is designed to take students with no programming/mathematics experience to accomplished Deep Learning developers.

This course also comes with all the source code and friendly support in the Q&A area.

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Instructor Details

Rayan Slim

Rayan has helped over 250,000 students learn AI training, software development, and DevOps engineering. A senior DevOps engineer by trade, he is also a passionate AI practitioner with a focus on reinforcement learning and practical applications in autonomous systems. His expertise bridges the gap between infrastructure and intelligent systems, making complex technical concepts accessible to learners at all levels.

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Reviews

4.6

4,316 ratings on Udemy

Select a bar to show only those reviews.Select the bar again to show every rating.

By Redjon Xhiku on 3/10/2023

Yes it is a good match for me. I've taken courses in my Master's degree for AI and although I figured out things in theory I didn't have the opportunity to implement them. Thus, it takes me not much time to understand the concepts of NN but time to implement the code for NN.

By Kai on 11/14/2020

This is really an Awesome class. The instructor teaches you the deep learning steps by steps, from perceptron, deep neural network, to convolutional neural network. Finally, you will use all those techniques to test self driving car on a simulator.

By Manish Khandelwal on 11/7/2020

Amazing learning experience. But please consider taking some real-life examples for implementation.

By William Ledda on 11/1/2020

Good overview, very clear explanation.

By Joao Coutinho on 10/24/2020

It has some errors in the code that make it seems to be unprofessional.

By Shannon Russell on 10/21/2020

The most awesome course I have taken! It doesn't leave hardly anything out! Step by step, clear instructions! The final project of self-driving car simulation is awesome! Thanks for teaching the course! Excellent! I would highly recommend it!

By Mohab Ahmed Taha Bahnasy on 10/13/2020

there is no interaction tasks to be passed to make sure I really understand or I just imitate what I have watched

By Grkem ahin on 10/2/2020

well i just want to thank you all team that been working for this excellent course and also i want to special thanks for Rayan Slim to great presentation

By Satish Kumar Reddy on 9/21/2020

This is a well structured and very engaging course.

By Shivshankar Bhatt on 9/19/2020

Awesome Course overall. All concepts are explained with subtle details.

By tanmay kapil on 9/12/2020

don't buy this course useless even doubt resolution is not there......

By Krishna Teja B on 9/12/2020

The only thing i feel for is to learn about real life self driving cars but i didn't learn from this course. But anyway thanks for teaching me about this. This would be helpful somehow. Thank you.

Showing 12 of 256 reviews

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Overall Score : 92 / 100