This can be done in Java, C#, or Python. Concepts of AI. Note this can also be done in conjunction with a 1 week intro to programming course first, if needed. The goal of this course is for students to be able to program machine learning algorithms.
What is machine learning
Training the system
Basic Linear Algebra
Classification errors, regularization, logistic regression
Linear regression, estimator bias and variance
Machine Learning Algorithms
Decision Tree Leaning
Gaussian discriminant analysis
Hidden Markov models
The materials within this course focus on the Knowledge Skills and Abilities (KSAs) identified within the Specialty Areas listed below. Click to view Specialty Area details within the interactive National Cybersecurity Workforce Framework.