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

Curriculum for the course Hot Dog or Not Hot Dog – Convolutional Neural Network Course for Beginners

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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