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