Data science cookbook style code reference in Python for beginners

Here is another resource I use for teaching my students at AI for Edge computing course. I like this resource because I like the cookbook style of learning to code. The resource is based on the book Machine Learning With Python Cookbook. I like the approach of using a simple simulated dataset like we see in LDA for dimensionality reduction and pandas functions. This link contains others such as linux, postgres etc which I have not tried.