Applied Deep Learning: The Complete Self-Driving Car Course

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Applied Deep Learning: The Complete Self-Driving Car Course

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Applied Deep Learning: The Complete Self-Driving Car Course

Learn to use Deep Learning, Computer Vision and Machine Learning techniques to simulate a Self-Driving Car with Python.

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306 students enrolled
Last updated 8/2018
 English
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Preview this course

What Will I 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

Curriculum For This Course
169 Lectures

18:28:50

Introduction

02:25
+

Installation

5 Lectures12:35
+

Python Crash Course (Optional)

33 Lectures02:08:25
+

NumPy Crash Course (Optional)

10 Lectures01:05:58
+

Computer Vision: Finding Lane-Lines

14 Lectures01:21:33
+

Intro to Neural Networks

21 Lectures01:31:20
+

Keras

7 Lectures44:16
+

Deep Neural Networks

9 Lectures59:13
+

Multiclass Classification

6 Lectures52:52
+

MNIST Image Recognition

10 Lectures01:34:17
+

Convolutional Neural Networks

11 Lectures01:56:10
+

Traffic Sign Classification

10 Lectures01:53:03
+

Polynomial Regression

4 Lectures16:31
+

Behavioural Cloning

15 Lectures03:31:02
+

Final Codes & Outputs

13 Lectures25:52
Requirements
  • A working computer
  • No experience required!

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 carone of the most disruptive technologies in the world today.


Learn & Master Deep Leaning 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.

Who is the target audience?
  • Anyone with an interest in Deep Learning and Self Driving Cars
  • Anyone (no matter the skill level) who wants to transition into the field of Artificial Intelligence
  • Entrepreneurs with an interest in working on some of the most cutting edge technologies
  • All skill levels are welcome!


http://k511.me/a40/Applied_Deep_Learning_The_Complete_Self-Driving_Car_Course.part01.rar

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