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 ๐Ÿ— Google provided a grant that made this course possible. ๐ŸŽ‰ Thanks to our Champion and Sponsor supporters: ๐Ÿ‘พ davthecoder ๐Ÿ‘พ jedi-or-sith ๐Ÿ‘พ ๅ—ๅฎฎๅƒๅฝฑ ๐Ÿ‘พ Agustรญn Kussrow ๐Ÿ‘พ Nattira Maneerat ๐Ÿ‘พ Heather Wcislo ๐Ÿ‘พ Serhiy Kalinets ๐Ÿ‘พ Justin Hual ๐Ÿ‘พ 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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