/image-processing-gdsc-ugm

Repository for all material in GDSC UGM Learning Session about Image Processing using Tensorflow Keras API

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Image Processing using Tensorflow Keras API

GDSC UGM, Febuary 7, 2023 - Daniyal Kautsar

Materials:

PPT Slides

Hands-on Lab:

Cats vs Dogs Classification github Colab

You're gonna have an introduction to CNN using the famous Cats vs Dogs dataset to train a model that can classify images of dogs from images of cats.

Practice Lab:

Chest Cancer Detection github Colab

You're gonna have a practice using CT-Scan Image dataset to train a Transfer Learning model using Functional API and pre-trained MobileNetv2.

Additional Materials Beyond the Scope:

  1. An amazing explanation of how the neural network and deep learning algorithms works.

  2. How to use image augmentations to much more represent real-world data and condition.

  3. Tensorflow documentation.

  4. Tensorflow tutorials using Functional API to train more complex model.

  5. Tensorflow tutorials on Fine-Tuning and Transfer Learning.

  6. Tensorflow tutorials on Generative Deep Learning.

  7. and so much more on tensorflow website, youtube, or research papers.