I have just started learning techniques to solve business problems and have gone through a table where they have suggested me to go with ANOVA if dependent is categorical and independent variables are continuous, Regression if both are continuous and Logistic if both are categorical.

Recently I have come across a problem (Kaggle - Bike Sharing Problem) where dependent variable is continuous but independent variables are mix of both categorical and continuous. Can you suggest which method should I use or do I need to learn new methods to deal with these problems.

Regards,

Imran