Hot Dog or Not Hot Dog: CNN Course for Beginners 🌭

Learn about Convolutional Neural Networks in this beginner-friendly course. Understand how they work and their applications in deep learning.

Hot Dog or Not Hot Dog: CNN Course for Beginners 🌭
freeCodeCamp.org
90.5K views • Jul 3, 2023
Hot Dog or Not Hot Dog: CNN Course for Beginners 🌭

About this video

Learn about Convolutional Neural Networks in this full course for beginners. These are a class of deep learning neural networks that are particularly effective for classifying images. CNNs are also used for other applications such as natural language processing and time series forecasting, but they are most commonly associated with image processing.

✏️ Course developed by @KylieYYing

Colab: https://colab.research.google.com/drive/1G_ixTTBy6tVm4R7B7qYEdokjilLBdLdq?usp=sharing
Slides: https://docs.google.com/presentation/d/16Z2fnBl2azfGxZ8InHiFvRb1OLZVQTLQpy8GzZR5YEg/edit?usp=sharing
Food 101 dataset: https://data.vision.ee.ethz.ch/cvl/datasets_extra/food-101/

❤️ 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)

⭐️ Contents ⭐️
⌨️ (0:00:00) Intro
⌨️ (0:07:05) Supervised Learning
⌨️ (0:16:54) Training a Model
⌨️ (0:25:58) Neural Nets
⌨️ (0:36:41) Convolutional Neural Nets
⌨️ (0:38:56) Coding Example - Getting Data
⌨️ (1:06:08) Coding Example - Neural Net Implementation
⌨️ (1:14:31) Coding Example - Improvements

🏗 Google provided a grant that made this course possible.

Correction:
42:52 Sorry – The code didn't show up right here. Feel free to listen or skip forward to 52:44 where the code shows up again.

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Video Information

Views

90.5K

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Duration

01:27:42

Published

Jul 3, 2023

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