Data Science Interview Questions for IBM

By.Yogesh

14/11/2024

What is data science?

Data science is a field that uses statistical, mathematical, and computational techniques to analyze and interpret complex data. It combines elements of computer science, statistics, and domain expertise to extract insights and support decision-making.

What is feature scaling, and why is it important?

Feature scaling is the process of normalizing or standardizing data. It’s crucial because many algorithms perform better and converge faster when features are on a similar scale.

Common types include bar charts, line graphs, histograms, scatter plots, pie charts, heat maps, and box plots. Each serves a specific purpose in effectively conveying insights.

What are the different types of data visualizations?

What is time series analysis?

Time series analysis involves analyzing data points collected over time to identify trends, patterns, or seasonal effects.