Understanding AI from Scratch – Neural Networks Course

freeCodeCamp.org · Beginner ·📐 ML Fundamentals ·2y ago
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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1 React: Production Server Setup Part 2 - Live Coding with Jesse
React: Production Server Setup Part 2 - Live Coding with Jesse
freeCodeCamp.org
2 cookies vs localStorage vs sessionStorage - Beau teaches JavaScript
cookies vs localStorage vs sessionStorage - Beau teaches JavaScript
freeCodeCamp.org
3 Browser history tutorial - Beau teaches JavaScript
Browser history tutorial - Beau teaches JavaScript
freeCodeCamp.org
4 Graph Data Structure Intro (inc. adjacency list, adjacency matrix, incidence matrix)
Graph Data Structure Intro (inc. adjacency list, adjacency matrix, incidence matrix)
freeCodeCamp.org
5 React: Parameterized Routing with Next.js - Live Coding with Jesse
React: Parameterized Routing with Next.js - Live Coding with Jesse
freeCodeCamp.org
6 React: Dealing with jQuery Issues - Live Coding with Jesse
React: Dealing with jQuery Issues - Live Coding with Jesse
freeCodeCamp.org
7 setInterval and setTimeout: timing events - Beau teaches JavaScript
setInterval and setTimeout: timing events - Beau teaches JavaScript
freeCodeCamp.org
8 Browser and Device Testing - Live Coding with Jesse
Browser and Device Testing - Live Coding with Jesse
freeCodeCamp.org
9 Last Minute Updates - Live Coding with Jesse
Last Minute Updates - Live Coding with Jesse
freeCodeCamp.org
10 Post Launch Updates - Live Coding with Jesse
Post Launch Updates - Live Coding with Jesse
freeCodeCamp.org
11 React: Setting Up Google Analytics - Live Coding with Jesse
React: Setting Up Google Analytics - Live Coding with Jesse
freeCodeCamp.org
12 React: Masonry Layout - Live Coding with Jesse
React: Masonry Layout - Live Coding with Jesse
freeCodeCamp.org
13 Load Balancing Digital Ocean Droplets - Live Coding with Jesse
Load Balancing Digital Ocean Droplets - Live Coding with Jesse
freeCodeCamp.org
14 try, catch, finally, throw - error handling in JavaScript
try, catch, finally, throw - error handling in JavaScript
freeCodeCamp.org
15 Load Balancing: SSL Passthrough Setup - Live Coding with Jesse
Load Balancing: SSL Passthrough Setup - Live Coding with Jesse
freeCodeCamp.org
16 Graphs: breadth-first search - Beau teaches JavaScript
Graphs: breadth-first search - Beau teaches JavaScript
freeCodeCamp.org
17 React: Masonry Layout Part 2 - Live Coding with Jesse
React: Masonry Layout Part 2 - Live Coding with Jesse
freeCodeCamp.org
18 React: WordPress API Live Search - Live Coding with Jesse
React: WordPress API Live Search - Live Coding with Jesse
freeCodeCamp.org
19 Creating WordPress Custom Post Types - Live Coding With Jesse
Creating WordPress Custom Post Types - Live Coding With Jesse
freeCodeCamp.org
20 Dates - Beau teaches JavaScript
Dates - Beau teaches JavaScript
freeCodeCamp.org
21 Miscellaneous Front End Updates - Live Coding with Jesse
Miscellaneous Front End Updates - Live Coding with Jesse
freeCodeCamp.org
22 Merging a Pull Request from GitHub - Live Coding with Jesse
Merging a Pull Request from GitHub - Live Coding with Jesse
freeCodeCamp.org
23 React + Prettier + Standard JS - Live Coding with Jesse
React + Prettier + Standard JS - Live Coding with Jesse
freeCodeCamp.org
24 React: Sortable Responsive Table - Live Coding with Jesse
React: Sortable Responsive Table - Live Coding with Jesse
freeCodeCamp.org
25 Geolocation Sorting by Distance - Live Coding with Jesse
Geolocation Sorting by Distance - Live Coding with Jesse
freeCodeCamp.org
26 Tradeoff Matrix - Agile Software Development
Tradeoff Matrix - Agile Software Development
freeCodeCamp.org
27 The Definition of Ready - Agile Software Development
The Definition of Ready - Agile Software Development
freeCodeCamp.org
28 Getting first React job without experience - Ask Preethi
Getting first React job without experience - Ask Preethi
freeCodeCamp.org
29 React: Google Analytics Click Tracking - Live Coding with Jesse
React: Google Analytics Click Tracking - Live Coding with Jesse
freeCodeCamp.org
30 Submitting a PR to an Open Source Project - Live Coding with Jesse
Submitting a PR to an Open Source Project - Live Coding with Jesse
freeCodeCamp.org
31 Should I go back to school to get CS degree? - Ask Preethi
Should I go back to school to get CS degree? - Ask Preethi
freeCodeCamp.org
32 Hero Section CSS Changes - Live Coding with Jesse
Hero Section CSS Changes - Live Coding with Jesse
freeCodeCamp.org
33 Working Agreement - Agile Software Development
Working Agreement - Agile Software Development
freeCodeCamp.org
34 A day at Pennybox with Co-Founder Reji Eapen
A day at Pennybox with Co-Founder Reji Eapen
freeCodeCamp.org
35 React: Sorting and Filtering Data - Live Coding with Jesse
React: Sorting and Filtering Data - Live Coding with Jesse
freeCodeCamp.org
36 React: Sorting and Filtering Data Part 2 - Live Coding with Jesse
React: Sorting and Filtering Data Part 2 - Live Coding with Jesse
freeCodeCamp.org
37 React: Building a New UI - Live Coding with Jesse
React: Building a New UI - Live Coding with Jesse
freeCodeCamp.org
38 Definition of Done - Agile Software Development
Definition of Done - Agile Software Development
freeCodeCamp.org
39 Getting started with jQuery (tutorial) - Beau teaches JavaScript
Getting started with jQuery (tutorial) - Beau teaches JavaScript
freeCodeCamp.org
40 Making a React Blog with WordPress Content - Live Coding with Jesse
Making a React Blog with WordPress Content - Live Coding with Jesse
freeCodeCamp.org
41 React, NextJS, CSS - Live Coding with Jesse
React, NextJS, CSS - Live Coding with Jesse
freeCodeCamp.org
42 jQuery events - Beau teaches JavaScript
jQuery events - Beau teaches JavaScript
freeCodeCamp.org
43 React/NextJS Routing and WordPress API Custom Types - Live Coding with Jesse
React/NextJS Routing and WordPress API Custom Types - Live Coding with Jesse
freeCodeCamp.org
44 React: Working with API Data - Live Coding with Jesse
React: Working with API Data - Live Coding with Jesse
freeCodeCamp.org
45 React: Refactoring Components - Live Streaming with Jesse
React: Refactoring Components - Live Streaming with Jesse
freeCodeCamp.org
46 jQuery effects - Beau teaches JavaScript
jQuery effects - Beau teaches JavaScript
freeCodeCamp.org
47 More React Refactoring - Live Coding with Jesse
More React Refactoring - Live Coding with Jesse
freeCodeCamp.org
48 animate in jQuery - Beau teaches JavaScript
animate in jQuery - Beau teaches JavaScript
freeCodeCamp.org
49 "Finishing" My React Site - Live Coding with Jesse
"Finishing" My React Site - Live Coding with Jesse
freeCodeCamp.org
50 Starting a New React Project (P2D1) - Live Coding with Jesse
Starting a New React Project (P2D1) - Live Coding with Jesse
freeCodeCamp.org
51 React Project 2 Day 2: Learning Material UI - Live Coding with Jesse
React Project 2 Day 2: Learning Material UI - Live Coding with Jesse
freeCodeCamp.org
52 The Agile Manifesto - Agile Software Development
The Agile Manifesto - Agile Software Development
freeCodeCamp.org
53 jQuery: get and set with http, text, val, and attr - Beau teaches JavaScript
jQuery: get and set with http, text, val, and attr - Beau teaches JavaScript
freeCodeCamp.org
54 React Project 2 Day 3 - Live Coding with Jesse
React Project 2 Day 3 - Live Coding with Jesse
freeCodeCamp.org
55 The INVEST approach to product backlog items
The INVEST approach to product backlog items
freeCodeCamp.org
56 React Project 2 Day 4 - Live Coding with Jesse
React Project 2 Day 4 - Live Coding with Jesse
freeCodeCamp.org
57 Chickens and Pigs - Agile Software Development
Chickens and Pigs - Agile Software Development
freeCodeCamp.org
58 React Project 2 Day 5 - Live Coding with Jesse
React Project 2 Day 5 - Live Coding with Jesse
freeCodeCamp.org
59 jQuery: add and remove DOM elements - Beau teaches JavaScript
jQuery: add and remove DOM elements - Beau teaches JavaScript
freeCodeCamp.org
60 React Project 2 Day 6 - Live Coding with Jesse
React Project 2 Day 6 - Live Coding with Jesse
freeCodeCamp.org

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