Intro to Machine Learning featuring Generative AI

freeCodeCamp.org · Beginner ·📐 ML Fundamentals ·1y ago
Welcome to this intro to machine learning course. The course starts with the fundamentals, covering what machine learning is, how it differs from traditional approaches, and where it’s used. It then dives deeper into the mechanics, exploring different models, algorithms, and training processes. Next, it introduces Generative AI, explaining how it creates new content, before wrapping up with the architecture of AI systems and how to design and deploy them effectively. ✏️ Rola Dali created this course. Rola is an AI Engineer and has a PHD in NeuroScience. https://rdali.github.io/ 💻 Code and Slides: https://github.com/rdali/miniMLseries ❤️ Try interactive AI courses we love, right in your browser: https://scrimba.com/freeCodeCamp-AI (Made possible by a grant from our friends at Scrimba) Contents 0:00:00 Course Introduction 0:02:51 Intro to Machine Learning 0:29:32 Machine Learning Under the Hood 0:45:30 ML vs Software Demo 1:06:43 Intro to Generative AI 1:57:36 Architecting GenAI Systems 🎉 Thanks to our Champion and Sponsor supporters: 👾 Drake Milly 👾 Ulises Moralez 👾 Goddard Tan 👾 David MG 👾 Matthew Springman 👾 Claudio 👾 Oscar R. 👾 jedi-or-sith 👾 Nattira Maneerat 👾 Justin Hual -- Learn to code for free and get a developer job: https://www.freecodecamp.org Read hundreds of articles on programming: https://freecodecamp.org/news
Watch on YouTube ↗ (saves to browser)
Sign in to unlock AI tutor explanation · ⚡30

Playlist

Uploads from freeCodeCamp.org · freeCodeCamp.org · 0 of 60

← Previous Next →
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

Related AI Lessons

Survival Prediction in Sepsis Using Minimal Clinical Features: A Discussion on Cohort Design…
Learn how AI predicts sepsis survival using minimal clinical features, transforming healthcare with pattern identification and outcome prediction
Medium · Machine Learning
ASR Evaluation Framework: Benchmarking Speech Recognition Models Across Accuracy, Speed, and…
Learn to evaluate ASR models for production use, balancing accuracy, speed, and other factors
Medium · Machine Learning
How X’s “For You” Algorithm Really Works
Learn how X's 'For You' algorithm works using Grok-powered recommendation systems and improve your understanding of personalized content delivery
Medium · Python
How X’s “For You” Algorithm Really Works
Learn how X's For You algorithm works and its implications on recommendation systems
Medium · ChatGPT

Chapters (6)

Course Introduction
2:51 Intro to Machine Learning
29:32 Machine Learning Under the Hood
45:30 ML vs Software Demo
1:06:43 Intro to Generative AI
1:57:36 Architecting GenAI Systems
Up next
Deep Learning in Electronic Health Records
Coursera
Watch →