Scikit-Learn Course - Machine Learning in Python Tutorial
Key Takeaways
Covers machine learning basics using Scikit-Learn in Python
Original Description
Scikit-learn is a free software machine learning library for the Python programming language. Learn about machine learning using scikit-learn in this full course.
💻 Code: https://github.com/DL-Academy/MachineLearningSKLearn
🔗 Scikit-learn website: https://scikit-learn.org
✏️ Course from DL Academy. Check out their YouTube channel: https://www.youtube.com/channel/UCTgBlZ1fmNa87NUY1xvoxpg
🔗 View more courses here: https://thedlacademy.com/
❤️ Try interactive Python courses we love, right in your browser: https://scrimba.com/freeCodeCamp-Python (Made possible by a grant from our friends at Scrimba)0
⭐️ Course Contents ⭐️
Chapter 1 - Getting Started with Machine Learning
⌨️ (0:00) Introduction
⌨️ (0:22) Installing SKlearn
⌨️ (3:37) Plot a Graph
⌨️ (7:33) Features and Labels_1
⌨️ (11:45) Save and Open a Model
Chapter 2 - Taking a look at some machine learning algorithms
⌨️ (13:47) Classification
⌨️ (17:28) Train Test Split
⌨️ (25:31) What is KNN
⌨️ (33:48) KNN Example
⌨️ (43:54) SVM Explained
⌨️ (51:11) SVM Example
⌨️ (57:46) Linear regression
⌨️ (1:07:49) Logistic vs linear regression
⌨️ (1:23:12) Kmeans and the math beind it
⌨️ (1:31:08) KMeans Example
Chapter 3 - Artificial Intelligence and the science behind It
⌨️ (1:42:02) Neural Network
⌨️ (1:56:03) Overfitting and Underfitting
⌨️ (2:03:05) Backpropagation
⌨️ (2:18:16) Cost Function and Gradient Descent
⌨️ (2:26:24) CNN
⌨️ (2:31:46) Handwritten Digits Recognizer
--
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
⚡
⚡
⚡
⚡
After interviewing over 100 ML Candidates. Last Week Someone Walked In and Made Me Take Notes.
Medium · Machine Learning
How AI Learns with Less Labeled Data
Medium · Machine Learning
Mastering TypeScript — Understanding the TypeScript Compiler (tsc) from Scratch — Lesson 2
Medium · JavaScript
Stop Overfitting With Basically One Line of Code
Medium · AI
🎓
Tutor Explanation
DeepCamp AI