Hot Dog or Not Hot Dog – Convolutional Neural Network Course for Beginners
By freeCodeCamp.org
Published: Jul 03, 2023“
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.
âœï¸ 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/âï¸ Contents âï¸
âŒ¨ï¸ (0:00:00) Intro
âŒ¨ï¸ (0:07:05) Supervised Learning
âŒ¨ï¸ (0:16:54) Training a Model
âŒ¨ï¸ (0:25:58) Neural Nets
âŒ¨ï¸ (0:36:41) Convolutional Neural Nets
âŒ¨ï¸ (0:38:56) Coding Example – Getting Data
âŒ¨ï¸ (1:06:08) Coding Example – Neural Net Implementation
âŒ¨ï¸ (1:14:31) Coding Example – Improvements🗠Google provided a grant that made this course possible.
🎉 Thanks to our Champion and Sponsor supporters:
👾 davthecoder
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👾 Agustín Kussrow
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👾 Heather Wcislo
👾 Serhiy Kalinets
👾 Justin Hual
👾 Otis Morgan—
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