Data analysis is the process of extracting insights from data. Data is heterogeneous in all ways, and processing such data is a challenge. Before applying any machine learning model to any datasets, it is necessary to understand the problem, deal with the missing values and noise, visualize the dataset, and to select the machine learning model to analyze the data. Following is an attempt to highlight the techniques of data analysis.