PyTorch and Monai for AI Healthcare Imaging - Python Machine Learning Course

freeCodeCamp.org · Beginner ·👁️ Computer Vision ·4y ago
Learn how to use PyTorch, Monai, and Python for computer vision using machine learning. One practical use-case for artificial intelligence is healthcare imaging. In this course, you will improve your machine learning skills by creating an algorithm for automatic liver segmentation. ✏️ Course from Mohammed El Amine MOKHTARI. Check out his YouTube channel: https://www.youtube.com/c/pycad 💻 Code: https://github.com/amine0110/Liver-Segmentation-Using-Monai-and-PyTorch ❤️ 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 (0:02:11) What is U-Net (0:13:21) Software Installation (0:22:35) Finding the Datasets (0:35:11) Preparing the Data (2:49:08) Installing the Packages (3:03:56) Preprocessing (3:50:14) Errors you May Face (4:12:06) Dice Loss (4:21:44) Weighted Cross Entropy (4:33:09) The Training Part (4:50:04) The Testing Part (5:01:50) Using the GitHub Repository 🎉 Thanks to our Champion and Sponsor supporters: 👾 Raymond Odero 👾 Agustín Kussrow 👾 aldo ferretti 👾 Otis Morgan 👾 DeezMaster -- 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
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
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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
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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

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