Of course there is. My suggestion for you (I was a novice too :-) is download RApidMiner. Install it and start playing with the programs you can find in the repository Samples/Processes/Learner.
Here you will find:
Decision Trees Neural Networks NaiveBayes Logistic Regression Support Vector Machines
All of them and others are capable of binary classification.
Answers
Here you will find:
Decision Trees
Neural Networks
NaiveBayes
Logistic Regression
Support Vector Machines
All of them and others are capable of binary classification.
Good luck,
Ernesto