AI_intro_KAUST

Google Colab Notebooks

Day	Notebook Description	Link to Colab
Day 1	Basic Linear Regression
	Advanced Linear Regression
Day 2	Basic Logistic Regression
	Different Classifiers
	extra lab: logistic regression
Day 3	Neural Networks from scratch
	Neural Networks Pytorch
Day 4	Logistic Regression Pytorch
	Auto Encoders
	DCT Compression

Name		Name	Last commit message	Last commit date
Latest commit History 26 Commits
README.md		README.md
Xlab_logistic_regression(ex).ipynb		Xlab_logistic_regression(ex).ipynb
day1_Lab_Linear_Regression_Advanced.ipynb		day1_Lab_Linear_Regression_Advanced.ipynb
day1_Linear_Regression_Basics.ipynb		day1_Linear_Regression_Basics.ipynb
day1_R_Squared.ipynb		day1_R_Squared.ipynb
day2_Lab_Classification_Advanced.ipynb		day2_Lab_Classification_Advanced.ipynb
day2_Logistic_Regression_Basics.ipynb		day2_Logistic_Regression_Basics.ipynb
day3_NN_Numpy_MNIST.ipynb		day3_NN_Numpy_MNIST.ipynb
day3_NN_Pytorch_MNIST.ipynb		day3_NN_Pytorch_MNIST.ipynb
day4_DCT_Compression_Numpy.ipynb		day4_DCT_Compression_Numpy.ipynb
day4_Logistic_Regression_Pytorch_Breast_Cancer.ipynb		day4_Logistic_Regression_Pytorch_Breast_Cancer.ipynb
day4_Pytorch_Linear_NN_MNIST_AutoEncoder.ipynb		day4_Pytorch_Linear_NN_MNIST_AutoEncoder.ipynb