[#Script #Coding] Hot Dog or Not Hot Dog – Convolutional Neural Network Course for Beginners

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Hot Dog or Not Hot Dog – Convolutional Neural Network Course for Beginners

By freeCodeCamp.org
Published: Jul 03, 2023

freeCodeCamp.org 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/

⭐️ 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.

🎉 Thanks to our Champion and Sponsor supporters:
👾 davthecoder
👾 jedi-or-sith
👾 南宮千影
👾 Agustín Kussrow
👾 Nattira Maneerat
👾 Heather Wcislo
👾 Serhiy Kalinets
👾 Justin Hual
👾 Otis Morgan

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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