AI Foundations Course – Python, Machine Learning, Deep Learning, Data Science
Learn about machine learning and AI with this comprehensive 11-hour course from @LunarTech_ai. This is not just a crash course. This course covers everything from fundamental concepts to advanced algorithms, complete with real-world case studies in recommender systems and predictive analytics. This course goes beyond theory to provide hands-on implementation experience, career guidance, and great insights from industry professionals. It also includes a career guide on how to build a data science career, launch a startup, and prepare for interviews.
Learn more from Lunar Tech: https://www.lunartech.ai/
❤️ 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 ⭐️
⌨️ (00:00:00) Introduction
⌨️ (00:00:02) Machine Learning Roadmap for 2024
⌨️ (00:49:53) ML Basics (Supervised vs. Unsupervised, Regression vs. Classification)
⌨️ (01:05:10) Machine Learning Bias-Variance Trade-off
⌨️ (01:12:22) Machine Learning Overfitting Regularization
⌨️ (01:41:11) Machine Learning Linear Regression Model
⌨️ (01:48:15) Machine Learning Linear Regression Model As a Prediction Model
⌨️ (02:04:41) Top 10 Machine Learning Algorithms
⌨️ (03:50:28) Data Analysis : Superstore Data Analytics Project
⌨️ (05:11:29) Machine Learning Linear Regression Case Study
⌨️ (07:11:16) MLOps: Movie recommendation system.
⌨️ (07:49:52) Workshop: How to Become a Data Scientist With No Experience
⌨️ (08:59:38) Workshop: How to Build A Startup
⌨️ (09:26:21) Machine Learning Interview Prep
🎉 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
🎓
Tutor Explanation
DeepCamp AI