Dealing with Imbalanced Dataset

Introduction

How to find if the data is imbalanced?

Skewness

Types of Skewness in different distributions

Kurtosis

Types of Kurtosis in different distributions

Tactics To Combat Imbalanced Training Data

1. Collect More Data

2. Change the Performance Metric

3. Using Sampling Techniques

4. Generating Synthetic Samples

5. Try Different Algorithms

6. Use Penalized Models

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