Since September 2020, I have had the pleasure of instructing students in machine learning which is an exciting journey into the world of artificial intelligence. My course starts with what machine learning is and its significance in the modern world. I also thoroughly review the landscape of algorithms, data, and statistical models that guide students in learning about different machine learning models.