Add-on complementary resources for Artificial Intelligence and Machine Learning course ITECH7001
Topic | Description | Google Colab Link |
---|---|---|
01-exploratory-data-analysis.ipynb | Exploratory Data Analysis Basics | |
02-regression.ipynb | Supervised Learning - Regression | |
03-classification.ipynb | Supervised Learning - Classification | |
04.a-clustering.ipynb | Unsupervised Learning - Clustering | |
04.b-pca-mnist.ipynb | Dimensionality Reduction with PCA | |
05.a-deep-neural-networks-tensorflow.ipynb | Deep Neural Networks in TensorFlow | |
05.b-deep-neural-networks-pytorch.ipynb | Deep Neural Networks in PyTorch | |
06.a-convolutional-neural-networks-tensorflow.ipynb | Convolutional Neural Networks in TensorFlow | |
06.b-convolutional-neural-networks-pytorch.ipynb | Convolutional Neural Networks in PyTorch | |
07-transfer-learning.ipynb | Transfer Learning and Finetuning |
Note: To work with the notebook in Google Colab, you'll need to have a Google account. If you don't have one, you can sign up for free here. Once you have an account, simply click on the "Open in Colab" button next to the notebook you want to open, and it will launch in your browser.
git clone https://github.com/hkhdair/ai-ml-tute
cd ai-ml-tute
then pull for updates
git pull
If you find any issues or have suggestions for improvements, please feel free to report them by creating an issue in the issue tracker.
If you'd like to contribute to this tutorial, you can do so by opening a pull request. Here are the steps:
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Fork the repository by clicking the "Fork" button in the top-right corner of the repository page.
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Clone your fork of the repository to your local machine using Git.
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Make your changes to the code in your local copy of the repository.
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Push your changes to your fork of the repository.
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Create a pull request by clicking the "New pull request" button in the top-right corner of the repository page.
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Describe your changes and submit the pull request.