In this continuous probability distribution learning exercise, learners identify discrete and continuous distributions. They calculate the linear combination of the independent normal random variable and determine probabilities using exponential distribution. This 20 page learning exercise contains approximately 100 problems. Explanations and examples are provided throughout the document.