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.

freeCodeCamp.org
90.5K views • Jul 3, 2023

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.
🎉 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
✏️ 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.
🎉 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
Video Information
Views
90.5K
Likes
2.6K
Duration
01:27:42
Published
Jul 3, 2023
User Reviews
4.7
(18) Related Trending Topics
LIVE TRENDSRelated trending topics. Click any trend to explore more videos.