Understanding AI from Scratch – Neural Networks Course
Understanding AI from Scratch – Neuaral Networks Without Libraries Course
Learn the fundamentals of Neural Networks by building one from scratch without libraries. You'll manually tweak network parameters to teach a car how to drive within a specially crafted playground. Dr. Radu teaches computer science at a university in Finland, and has over a decade of experience with machine learning and AI, and he emphasizes the importance of revisiting basics in an era of easy-to-use complex models.
You will have homework assignments which you can discuss with Dr. Radu on his Discord: discord.gg/gJFcF5XVn9
✏️ Course developed by @Radu
🏆 Win prizes by following along: https://youtu.be/EhJ7qD5HwpY
🚗 THE PLAYGROUND: https://radufromfinland.com/projects/aiCarPlayground/?s=default
🚙 HELP COLLECT DATA BY RACING: https://radufromfinland.com/projects/aiRacer
⭐ OTHER LINKS ⭐
Phase 1 – Self-Driving Car with JavaScript: https://youtu.be/Rs_rAxEsAvI
Phase 2 – Virtual World Filled with Self-Driving Cars: https://youtu.be/5iHejdqYIa8
Vanilla JavaScript Chart Tutorial: https://youtu.be/n8uCt1TSGKE
Machine Learning JavaScript Course: https://youtu.be/vDDjtwQDw2k
3b1b's Neural Network Video: https://youtu.be/aircAruvnKk?si=JB6fvUT3Ko1mkU3x
Another Playground: https://playground.tensorflow.org
Desmos 3D: https://www.desmos.com/3d
Another Playground: https://playground.tensorflow.org
Top-view Cars Clip: https://youtu.be/jZrjE_ixu18
💻 CODE 💻
1. Phase 1 https://github.com/gniziemazity/self-driving-car
2. Phase 2 https://github.com/gniziemazity/virtual-world
3. Phase 3 https://github.com/gniziemazity/understanding_ai
💻 Use "11. MiniMap" from Phase 2 at 02:36:49
💻 Use "1. Starting Codebase" from Phase 3 in Lesson 6 (if you didn't code anything yet)
☕ Buy Radu a Coffee: https://www.buymeacoffee.com/radum
⚡️Join Radu's Channel: https://youtube.com/@Radu/join
❤️ Try interactive JavaScript courses we love, right in your browser: https://scrimba.com/freeCodeCamp-JavaScript (Made po
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React: Production Server Setup Part 2 - Live Coding with Jesse
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cookies vs localStorage vs sessionStorage - Beau teaches JavaScript
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Browser history tutorial - Beau teaches JavaScript
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Graph Data Structure Intro (inc. adjacency list, adjacency matrix, incidence matrix)
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React: Parameterized Routing with Next.js - Live Coding with Jesse
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React: Dealing with jQuery Issues - Live Coding with Jesse
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setInterval and setTimeout: timing events - Beau teaches JavaScript
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Browser and Device Testing - Live Coding with Jesse
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Last Minute Updates - Live Coding with Jesse
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Post Launch Updates - Live Coding with Jesse
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React: Setting Up Google Analytics - Live Coding with Jesse
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React: Masonry Layout - Live Coding with Jesse
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Load Balancing Digital Ocean Droplets - Live Coding with Jesse
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try, catch, finally, throw - error handling in JavaScript
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Load Balancing: SSL Passthrough Setup - Live Coding with Jesse
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Graphs: breadth-first search - Beau teaches JavaScript
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React: Masonry Layout Part 2 - Live Coding with Jesse
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React: WordPress API Live Search - Live Coding with Jesse
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Creating WordPress Custom Post Types - 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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React + Prettier + Standard JS - Live Coding with Jesse
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React: Sortable Responsive Table - Live Coding with Jesse
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Geolocation Sorting by Distance - Live Coding with Jesse
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Tradeoff Matrix - Agile Software Development
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The Definition of Ready - Agile Software Development
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Getting first React job without experience - Ask Preethi
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React: Google Analytics Click Tracking - Live Coding with Jesse
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Submitting a PR to an Open Source Project - Live Coding with Jesse
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Should I go back to school to get CS degree? - Ask Preethi
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Hero Section CSS Changes - Live Coding with Jesse
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Working Agreement - Agile Software Development
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A day at Pennybox with Co-Founder Reji Eapen
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React: Sorting and Filtering Data - Live Coding with Jesse
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React: Sorting and Filtering Data Part 2 - Live Coding with Jesse
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React: Building a New UI - Live Coding with Jesse
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Definition of Done - Agile Software Development
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Getting started with jQuery (tutorial) - Beau teaches JavaScript
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Making a React Blog with WordPress Content - Live Coding with Jesse
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React, NextJS, CSS - Live Coding with Jesse
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jQuery events - Beau teaches JavaScript
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React/NextJS Routing and WordPress API Custom Types - Live Coding with Jesse
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React: Working with API Data - Live Coding with Jesse
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React: Refactoring Components - Live Streaming with Jesse
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jQuery effects - Beau teaches JavaScript
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More React Refactoring - Live Coding with Jesse
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animate in jQuery - Beau teaches JavaScript
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"Finishing" My React Site - Live Coding with Jesse
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Starting a New React Project (P2D1) - Live Coding with Jesse
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React Project 2 Day 2: Learning Material UI - Live Coding with Jesse
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The Agile Manifesto - Agile Software Development
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jQuery: get and set with http, text, val, and attr - Beau teaches JavaScript
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React Project 2 Day 3 - Live Coding with Jesse
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The INVEST approach to product backlog items
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React Project 2 Day 4 - Live Coding with Jesse
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Chickens and Pigs - Agile Software Development
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React Project 2 Day 5 - Live Coding with Jesse
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jQuery: add and remove DOM elements - Beau teaches JavaScript
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React Project 2 Day 6 - Live Coding with Jesse
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