PyTorch for Deep Learning - Full Course / Tutorial

freeCodeCamp.org · Beginner ·🧬 Deep Learning ·6y ago

Key Takeaways

Builds deep learning models with PyTorch and Python

Original Description

In this course, you will learn how to build deep learning models with PyTorch and Python. The course makes PyTorch a bit more approachable for people starting out with deep learning and neural networks. 💻 Code: https://jovian.ml/aakashns/01-pytorch-basics https://jovian.ml/aakashns/02-linear-regression https://jovian.ml/aakashns/03-logistic-regression https://jovian.ml/aakashns/04-feedforward-nn https://jovian.ml/aakashns/05-cifar10-cnn https://jovian.ml/aakashns/05b-cifar10-resnet https://jovian.ml/aakashns/06-mnist-gan ❤️ 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) ⭐️ Course Contents ⭐️ ⌨️ (0:00:00) Introduction ⌨️ (0:03:25) PyTorch Basics & Linear Regression ⌨️ (1:32:15) Image Classification with Logistic Regression ⌨️ (3:06:59) Training Deep Neural Networks on a GPU with PyTorch ⌨️ (4:44:51) Image Classification using Convolutional Neural Networks ⌨️ (6:35:11) Residual Networks, Data Augmentation and Regularization ⌨️ (8:12:08) Training Generative Adverserial Networks (GANs)
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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
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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
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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
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20 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
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28 Getting first React job without experience - Ask Preethi
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29 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
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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
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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
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43 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
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47 More React Refactoring - Live Coding with Jesse
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48 animate in jQuery - Beau teaches JavaScript
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49 "Finishing" My React Site - Live Coding with Jesse
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50 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
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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
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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
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56 React Project 2 Day 4 - Live Coding with Jesse
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57 Chickens and Pigs - Agile Software Development
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58 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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