The Complete Self-Driving Car Course - Applied Deep Learning [Video]

The Complete Self-Driving Car Course - Applied Deep Learning [Video]

Amer Sharaf et al.
New Release!

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

ISBN 13 9781838829414
Course Length 17 hours 40 minutes

Table of Contents

Introduction

Video 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. 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 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!

All the code and supporting files for this course are available at: https://github.com/PacktPublishing/The-Complete-Self-Driving-Car-Course---Applied-Deep-Learning

Style and Approach

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

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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

Authors

Table of Contents

Introduction

Video Details

ISBN 139781838829414
Course Length17 hours 40 minutes
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