Two predominant sets of class of techniques to fix imbalance are as follows:

• Sampling techniques
• Ensemble techniques

These techniques focus on sampling the data in a constructive or destructive way to achieve a better balanced distribution or working on the learning side to ensemble multiple learners together to form a consensus on a problem set.