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freeCodeCamp

Self-Driving Car with JavaScript Course – Neural Networks and Machine Learning

via freeCodeCamp

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Overview

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Dive into the world of self-driving car simulation and neural networks with this comprehensive JavaScript course. Learn to implement car driving mechanics, define the environment, simulate sensors, detect collisions, and create a self-driving system using neural networks - all without relying on external libraries. Explore the fascinating parallels between artificial neural networks and biological brain networks while gaining hands-on experience in implementing and visualizing a neural network. Follow along step-by-step as you build every component of the simulation, from basic car mechanics to advanced genetic algorithms for optimization. By the end of this 2-3 hour tutorial, you'll have a deep understanding of neural networks, machine learning principles, and their practical application in autonomous vehicle technology.

Syllabus

) Intro.
) Car driving mechanics.
) Defining the road.
) Artificial sensors.
) Collision detection.
) Simulating traffic.
) Neural network.
) Parallelization.
) Genetic algorithm.
) Ending.

Taught by

freeCodeCamp.org

Reviews

5.0 rating, based on 1 Class Central review

Start your review of Self-Driving Car with JavaScript Course – Neural Networks and Machine Learning

  • Profile image for Midhat
    Midhat @midhat
    6
    he really built it from Scratch without using any external libararies and it really fascinating approach to see it, he implment stuff like genetic algos, You'll learn how to create and visualize a neural network, an algorithm inspired by the biological neural networks in our brains.
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