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. and also Machine Learning Flashcards by the same author (both of which I recommend and I have bought)
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. The ones below I have used because they related to machine learning and deep learning
Machine Learning
Basics
Preprocessing Structured Data
Preprocessing Images
Preprocessing Dates And Times
Feature Engineering
Feature Selection
Model Evaluation
Model Selection
Linear Regression
Logistic Regression
Trees And Forests
Nearest Neighbors
Support Vector Machines
Naive Bayes
Clustering
Deep Learning
Keras
Data Wrangling
Data Visualization
Posted 1 March 2021
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