TensorFlow for Computer Vision Course - Full Python Tutorial for Beginners

freeCodeCamp.org · Beginner ·📐 ML Fundamentals ·4y ago
Learn how to use TensorFlow 2 and Python for computer vision in this complete course. The course shows you how to create two computer vision projects. The first involves an image classification model with a prepared dataset. The second is a more real-world problem where you will have to clean and prepare a dataset before using it. 💻 Code: https://github.com/sniper0110/IntroductionToTensorflow2 ✏️ Nour Islam Mokhtari created this course. Connect with him here: https://withkoji.com/@Nour_Islam 🔗 Get Nour's free Machine Learning job-ready checklist: https://www.aifee.co/free-resources ❤️ 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 ⌨️ (0:01:21) Course outline ⌨️ (0:05:11) Who’s this course for ⌨️ (0:05:35) Why learn TensorFlow ⌨️ (0:06:25) We will be using an IDE and not notebooks ⌨️ (0:07:25) Visual Studio Code (how to download and install it) ⌨️ (0:10:50) Miniconda - how to install it ⌨️ (0:13:23) Miniconda - why we need it ⌨️ (0:17:24) How are we going to use conda virtual environments in VS Code? ⌨️ (0:21:20) Installing Tensorflow 2 (CPU version) ⌨️ (0:29:56) Installing Tensorflow 2 (GPU version) ⌨️ (0:43:34) What do we want to achieve? ⌨️ (0:45:26) Exploring MNIST dataset ⌨️ (1:05:54) Tensorflow layers ⌨️ (1:09:44) Building a neural network the sequential way ⌨️ (1:27:22) Compiling the model and fitting the data ⌨️ (2:00:52) Building a neural network the functional way ⌨️ (2:08:33) Building a neural network the Model Class way ⌨️ (2:14:31) Things we should add ⌨️ (2:18:29) Restructuring our code for better readability ⌨️ (2:23:11) First part summary ⌨️ (2:24:12) What we want to achieve ⌨️ (2:25:23) Downloading and exploring the dataset ⌨️ (2:34:20) Preparing train and validation sets ⌨️ (2:53:37) Preparing the test set ⌨️ (3:10:17) Building a neural network the functional way ⌨️ (3:22:12) Creating da
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React: Production Server Setup Part 2 - Live Coding with Jesse
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2 cookies vs localStorage vs sessionStorage - Beau teaches JavaScript
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3 Browser history tutorial - Beau teaches JavaScript
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4 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
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6 React: Dealing with jQuery Issues - Live Coding with Jesse
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7 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
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10 Post Launch Updates - Live Coding with Jesse
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11 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
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16 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
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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
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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
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25 Geolocation Sorting by Distance - Live Coding with Jesse
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26 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
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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
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33 Working Agreement - Agile Software Development
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34 A day at Pennybox with Co-Founder Reji Eapen
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35 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
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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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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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60 React Project 2 Day 6 - Live Coding with Jesse
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