Self-Driving Car with JavaScript Course – Neural Networks and Machine Learning
Learn how to create a neural network using JavaScript with no libraries. In this course you will learn to make a self-driving car simulation by implementing every component step-by-step. You will learn how to implement the car driving mechanics, how to define the environment, how to simulate some sensors, how to detect collisions, and how to make the car control itself using a neural network.
The course covers how artificial neural networks work, by comparing them with the real neural networks in our brain. You will learn how to implement a neural network and how to visualize it so we can see it in action.
✏️ Dr. Radu Mariescu-Istodor created this course. Check out his channel: https://www.youtube.com/channel/UC3XGlNq8O5hZlZBJlSFB4jg
💻 Code: https://github.com/gniziemazity/Self-driving-car
❤️ Try interactive JavaScript courses we love, right in your browser: https://scrimba.com/freeCodeCamp-JavaScript (Made possible by a grant from our friends at Scrimba)
⭐️ Course Contents ⭐️
⌨️ (0:00:00) Intro
⌨️ (0:03:44) Car driving mechanics
⌨️ (0:32:26) Defining the road
⌨️ (0:50:50) Artificial sensors
⌨️ (1:10:07) Collision detection
⌨️ (1:23:20) Simulating traffic
⌨️ (1:34:57) Neural network
⌨️ (2:03:10) Parallelization
⌨️ (2:18:31) Genetic algorithm
⌨️ (2:29:40) Ending
⭐️ Links ⭐️
🔗 Radu's website (with enhanced version of code): https://radufromfinland.com
🔗 Radu's workplace (consider applying): https://karelia.fi/en/front-page
🔗 Segment intersection (Math and JavaScript code): https://youtu.be/fHOLQJo0FjQ
🔗 Visualizing a neural network in JavaScript: https://youtu.be/lok3RVBwSqE
🔗 Visualizer code: https://radufromfinland.com/projects/selfdrivingcar/visualizer.js
🔗 Drawing random color cars in JavaScript: https://youtu.be/SL6PfDpSjao
🎉 Thanks to our Champion and Sponsor supporters:
👾 Raymond Odero
👾 Agustín Kussrow
👾 aldo ferretti
👾 Otis Morgan
👾 DeezMaster
--
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React: Production Server Setup Part 2 - Live Coding with Jesse
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Dates - Beau teaches JavaScript
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Miscellaneous Front End Updates - Live Coding with Jesse
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Merging a Pull Request from GitHub - Live Coding with Jesse
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Geolocation Sorting by Distance - Live Coding with Jesse
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The Definition of Ready - Agile Software Development
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React: Sorting and Filtering Data Part 2 - Live Coding with Jesse
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