Scikit-learn Crash Course - Machine Learning Library for Python

freeCodeCamp.org · Beginner ·📐 ML Fundamentals ·5y ago

Key Takeaways

Introduces Scikit-learn, a machine learning library for Python

Original Description

Scikit-learn is a free software machine learning library for the Python programming language. Learn how to use it in this crash course. ✏️ Course created by Vincent D. Warmerdam. ❤️ 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) ⭐️ Course Contents ⭐️ ⌨️ (0:00:00) introduction ⌨️ (0:03:08) introducing scikit-learn ⌨️ (0:34:36) preprocessing ⌨️ (0:53:36) metrics ⌨️ (1:24:49) meta-estimators ⌨️ (1:45:34) human-learn ⌨️ (2:06:17) wrap-up ⭐️ Code ⭐️ 💻 Full code: https://github.com/koaning/calm-notebooks 💻 Notebook per section: 🖥 introducing scikit-learn: https://github.com/koaning/calm-notebooks/blob/master/scikit-learn/scikit-learn.ipynb 🖥 preprocessing: https://github.com/koaning/calm-notebooks/blob/master/scikit-prep/scikit-prepare.ipynb 🖥 metrics: https://github.com/koaning/calm-notebooks/blob/master/scikit-metrics/scikit-metrics.ipynb 🖥 meta estimators: https://github.com/koaning/calm-notebooks/blob/master/scikit-meta/scikit-meta.ipynb 🖥 human-learn: https://github.com/koaning/calm-notebooks/blob/master/human-learn/human-learn.ipynb ⭐️ Other Recources ⭐️ 🔗 https://calmcode.io 🔗 scikit-learn docs: https://sklearn.org/index.html 🔗 spaCy course: https://www.youtube.com/watch?v=WnGPv6HnBok&list=PLBmcuObd5An559HbDr_alBnwVsGq-7uTF&ab_channel=Explosion 🔗 PyData Youtube channel: https://www.youtube.com/user/PyDataTV 🔗 algorithm whiteboard: https://www.youtube.com/watch?v=Czto6GzJah8&list=PL75e0qA87dlG-za8eLI6t0_Pbxafk-cxb&index=32&ab_channel=Rasa -- Learn to code for free and get a developer job: https://www.freecodecamp.org Read hundreds of articles on programming: https://freecodecamp.org/news
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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
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3 Browser history tutorial - Beau teaches JavaScript
Browser history tutorial - Beau teaches JavaScript
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4 Graph Data Structure Intro (inc. adjacency list, adjacency matrix, incidence matrix)
Graph Data Structure Intro (inc. adjacency list, adjacency matrix, incidence matrix)
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5 React: Parameterized Routing with Next.js - Live Coding with Jesse
React: Parameterized Routing with Next.js - Live Coding with Jesse
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6 React: Dealing with jQuery Issues - Live Coding with Jesse
React: Dealing with jQuery Issues - Live Coding with Jesse
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7 setInterval and setTimeout: timing events - Beau teaches JavaScript
setInterval and setTimeout: timing events - Beau teaches JavaScript
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8 Browser and Device Testing - Live Coding with Jesse
Browser and Device Testing - Live Coding with Jesse
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9 Last Minute Updates - Live Coding with Jesse
Last Minute Updates - Live Coding with Jesse
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10 Post Launch Updates - Live Coding with Jesse
Post Launch Updates - Live Coding with Jesse
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11 React: Setting Up Google Analytics - Live Coding with Jesse
React: Setting Up Google Analytics - Live Coding with Jesse
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12 React: Masonry Layout - Live Coding with Jesse
React: Masonry Layout - Live Coding with Jesse
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13 Load Balancing Digital Ocean Droplets - Live Coding with Jesse
Load Balancing Digital Ocean Droplets - Live Coding with Jesse
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14 try, catch, finally, throw - error handling in JavaScript
try, catch, finally, throw - error handling in JavaScript
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15 Load Balancing: SSL Passthrough Setup - Live Coding with Jesse
Load Balancing: SSL Passthrough Setup - Live Coding with Jesse
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16 Graphs: breadth-first search - Beau teaches JavaScript
Graphs: breadth-first search - Beau teaches JavaScript
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17 React: Masonry Layout Part 2 - Live Coding with Jesse
React: Masonry Layout Part 2 - Live Coding with Jesse
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18 React: WordPress API Live Search - Live Coding with Jesse
React: WordPress API Live Search - Live Coding with Jesse
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19 Creating WordPress Custom Post Types - Live Coding With Jesse
Creating WordPress Custom Post Types - Live Coding With Jesse
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20 Dates - Beau teaches JavaScript
Dates - Beau teaches JavaScript
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21 Miscellaneous Front End Updates - Live Coding with Jesse
Miscellaneous Front End Updates - Live Coding with Jesse
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22 Merging a Pull Request from GitHub - Live Coding with Jesse
Merging a Pull Request from GitHub - Live Coding with Jesse
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23 React + Prettier + Standard JS - Live Coding with Jesse
React + Prettier + Standard JS - Live Coding with Jesse
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24 React: Sortable Responsive Table - Live Coding with Jesse
React: Sortable Responsive Table - Live Coding with Jesse
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25 Geolocation Sorting by Distance - Live Coding with Jesse
Geolocation Sorting by Distance - Live Coding with Jesse
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26 Tradeoff Matrix - Agile Software Development
Tradeoff Matrix - Agile Software Development
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27 The Definition of Ready - Agile Software Development
The Definition of Ready - Agile Software Development
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28 Getting first React job without experience - Ask Preethi
Getting first React job without experience - Ask Preethi
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29 React: Google Analytics Click Tracking - Live Coding with Jesse
React: Google Analytics Click Tracking - Live Coding with Jesse
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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
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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
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32 Hero Section CSS Changes - Live Coding with Jesse
Hero Section CSS Changes - Live Coding with Jesse
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33 Working Agreement - Agile Software Development
Working Agreement - Agile Software Development
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34 A day at Pennybox with Co-Founder Reji Eapen
A day at Pennybox with Co-Founder Reji Eapen
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35 React: Sorting and Filtering Data - Live Coding with Jesse
React: Sorting and Filtering Data - Live Coding with Jesse
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36 React: Sorting and Filtering Data Part 2 - Live Coding with Jesse
React: Sorting and Filtering Data Part 2 - Live Coding with Jesse
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37 React: Building a New UI - Live Coding with Jesse
React: Building a New UI - Live Coding with Jesse
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38 Definition of Done - Agile Software Development
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39 Getting started with jQuery (tutorial) - Beau teaches JavaScript
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40 Making a React Blog with WordPress Content - Live Coding with Jesse
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41 React, NextJS, CSS - Live Coding with Jesse
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42 jQuery events - Beau teaches JavaScript
jQuery events - Beau teaches JavaScript
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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
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44 React: Working with API Data - Live Coding with Jesse
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45 React: Refactoring Components - Live Streaming with Jesse
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46 jQuery effects - Beau teaches JavaScript
jQuery effects - Beau teaches JavaScript
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47 More React Refactoring - Live Coding with Jesse
More React Refactoring - Live Coding with Jesse
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48 animate in jQuery - Beau teaches JavaScript
animate in jQuery - Beau teaches JavaScript
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49 "Finishing" My React Site - Live Coding with Jesse
"Finishing" My React Site - Live Coding with Jesse
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50 Starting a New React Project (P2D1) - Live Coding with Jesse
Starting a New React Project (P2D1) - Live Coding with Jesse
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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
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52 The Agile Manifesto - Agile Software Development
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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
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54 React Project 2 Day 3 - Live Coding with Jesse
React Project 2 Day 3 - Live Coding with Jesse
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55 The INVEST approach to product backlog items
The INVEST approach to product backlog items
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56 React Project 2 Day 4 - Live Coding with Jesse
React Project 2 Day 4 - Live Coding with Jesse
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57 Chickens and Pigs - Agile Software Development
Chickens and Pigs - Agile Software Development
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58 React Project 2 Day 5 - Live Coding with Jesse
React Project 2 Day 5 - Live Coding with Jesse
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59 jQuery: add and remove DOM elements - Beau teaches JavaScript
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60 React Project 2 Day 6 - Live Coding with Jesse
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