https://github.com/rishit-dagli/cv-with-tf-demos

My talk about Computer Vision with TensorFlow
https://github.com/rishit-dagli/cv-with-tf-demos

cnn cnn-classification cnn-keras computer-vision deep-learning tensorflow

Last synced: about 2 months ago
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My talk about Computer Vision with TensorFlow

• Host: GitHub
• URL: https://github.com/rishit-dagli/cv-with-tf-demos
• Owner: Rishit-dagli
• License: apache-2.0
• Created: 2020-07-28T17:16:54.000Z (over 4 years ago)
• Default Branch: master
• Last Pushed: 2021-03-07T13:58:03.000Z (almost 4 years ago)
• Last Synced: 2024-10-10T17:22:48.168Z (2 months ago)
• Topics: cnn, cnn-classification, cnn-keras, computer-vision, deep-learning, tensorflow
• Language: Jupyter Notebook
• Homepage:
• Size: 67.5 MB
• Stars: 10
• Watchers: 2
• Forks: 2
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE
  • Code of conduct: CODE_OF_CONDUCT.md

Awesome Lists containing this project

README

        
# CV with TensorFlow Demos [![Twitter URL](https://img.shields.io/twitter/url?style=social&url=https%3A%2F%2Fgithub.com%2FRishit-dagli%2FML-with-Android-11)](https://twitter.com/intent/tweet?text=Wow:&url=https%3A%2F%2Fgithub.com%2FRishit-dagli%2FCV-with-TF-Demos)

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This repo contains supporting material for my talk about the very basics of Computer Vision with TensorFlow by example. You can check out [talks.md](talks.md) to know more about 

the talks I have given about this and also take a look at the slides 

. Please consider giving this repo a :star: if this is helpful to you!

## About the Notebooks

### [`fashion-mnist.ipynb`](fashion-mnist.ipynb)

[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Rishit-dagli/Design-and-Code-2020/blob/master/fashion-mnist.ipynb)

[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/Rishit-dagli/Design-and-Code-2020/HEAD?filepath=fashion-mnist.ipynb)

In this tutorial you will see how you can create a simple CNN to create an image classification algorithm with the Fashion MNIST Dataset. We will be using Keras, a high level 

abstraction so you can very easily get started on making your first CNN.

### [`cats-vs-dogs.ipynb`](cats-vs-dogs.ipynb)

[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Rishit-dagli/Design-and-Code-2020/blob/master/cats-vs-dogs.ipynb)

[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/Rishit-dagli/Design-and-Code-2020/HEAD?filepath=cats-vs-dogs.ipynb)

In this notebook you will create your first Computer Vision based Deep Learning model to classify between cats and dogs with TensorFlow. We will use the dogs-vs-cats dataset which 

is open-sourced. We will create a simple 2 class binary CNN to do so. You wil see all the aspects of training such a model, data preprocressing, the actual model, reducing 

overfitting and finally making inferences.