https://github.com/afondiel/computer-vision-kaggle-free-course

This is a Computer Vision Free Course from @Kaggle.
https://github.com/afondiel/computer-vision-kaggle-free-course

cnn computer-vision computer-vision-algorithms computer-vision-lecture-notes convnets cv free-courses kaggle kaggle-learn keras tensorflow vision zero-to-hero

Last synced: 2 months ago
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This is a Computer Vision Free Course from @Kaggle.

• Host: GitHub
• URL: https://github.com/afondiel/computer-vision-kaggle-free-course
• Owner: afondiel
• Created: 2023-10-28T16:58:52.000Z (over 2 years ago)
• Default Branch: main
• Last Pushed: 2024-01-24T17:07:56.000Z (over 2 years ago)
• Last Synced: 2025-04-13T21:17:47.474Z (about 1 year ago)
• Topics: cnn, computer-vision, computer-vision-algorithms, computer-vision-lecture-notes, convnets, cv, free-courses, kaggle, kaggle-learn, keras, tensorflow, vision, zero-to-hero
• Language: Jupyter Notebook
• Homepage:
• Size: 3.77 MB
• Stars: 0
• Watchers: 1
• Forks: 1
• Open Issues: 0
• Metadata Files:
  • Readme: readme.md

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README

          
# Computer Vision Kaggle Free Course

## Overview

This is a Computer Vision Free Course from Kaggle lectured by [Alexis Cook](https://www.kaggle.com/alexisbcook) Head of [Kaggle Learn](https://www.kaggle.com/learn) and [Ryan Holbrook](https://www.kaggle.com/ryanholbrook) a Data Scientist @ [Kaggle](https://www.kaggle.com/).

## Course Plan

1. [The Convolutional Classifier](#) 

2. [Convolution and ReLU](#)

3. [Maximum Pooling](#)

4. [The Sliding Window](#)

5. [Custom Convnets](#)

6. [Data Augmentation](#)

## Requirements & Setup 

**Requirements**

- All you need is an Kaggle Account to start learning for free

- Once you logged in, go this [link](https://www.kaggle.com/learn/computer-vision), and you ready to go.

## Notebooks - Lectures & Lab

|Chapiter|Lectures|Exercises|

|--|--|--|

|1. The Convolutional Classifier| [![Open notebook in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/afondiel/Computer-Vision-Kaggle-Free-Course/blob/main/lab/notebooks/lectures/the-convolutional-classifier.ipynb) |[![Open notebook in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/afondiel/Computer-Vision-Kaggle-Free-Course/blob/main/lab/notebooks/exercises/01-lab-the-convolutional-classifier.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/code/thepostitguy/01-lab-the-convolutional-classifier/edit)|

|2. Convolution and ReLU|[![Open notebook in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/afondiel/Computer-Vision-Kaggle-Free-Course/blob/main/lab/notebooks/lectures/convolution-and-relu.ipynb)|[![Open notebook in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/afondiel/Computer-Vision-Kaggle-Free-Course/blob/main/lab/notebooks/exercises/02-lab-convolution-and-relu.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/thepostitguy/02-lab-convolution-and-relu/edit)|

|3. Maximum Pooling|[![Open notebook in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/afondiel/Computer-Vision-Kaggle-Free-Course/blob/main/lab/notebooks/lectures/maximum-pooling.ipynb)|[![Open notebook in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/afondiel/Computer-Vision-Kaggle-Free-Course/blob/main/lab/notebooks/exercises/03-lab-maximum-pooling-942c4f.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/thepostitguy/03-lab-maximum-pooling-942c4f/edit)|

|4. The Sliding Window|[![Open notebook in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/afondiel/Computer-Vision-Kaggle-Free-Course/blob/main/lab/notebooks/lectures/the-sliding-window.ipynb)|[![Open notebook in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/afondiel/Computer-Vision-Kaggle-Free-Course/blob/main/lab/notebooks/exercises/04-lab-the-sliding-window.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/thepostitguy/04-lab-the-sliding-window/edit)|

|5. Custom Convnets|[![Open notebook in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/afondiel/Computer-Vision-Kaggle-Free-Course/blob/main/lab/notebooks/lectures/custom-convnets.ipynb)|[![Open notebook in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/afondiel/Computer-Vision-Kaggle-Free-Course/blob/main/lab/notebooks/exercises/05-lab-custom-convnets.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/thepostitguy/05-lab-custom-convnets/edit)|

|6. Data Augmentation|[![Open notebook in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/afondiel/Computer-Vision-Kaggle-Free-Course/blob/main/lab/notebooks/lectures/data-augmentation.ipynb)|[![Open notebook in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/afondiel/Computer-Vision-Kaggle-Free-Course/blob/main/lab/notebooks/exercises/06-lab-data-augmentation.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/thepostitguy/06-lab-data-augmentation/edit)|

||||

Happy Learning!

## References

- [Kaggle Computer Vision Online Course](https://www.kaggle.com/learn/computer-vision)

- [Kaggle Learn - Other Online Courses](https://www.kaggle.com/learn)

> ## "Vision is a picture of the future that produces passion." - Bill Hybels