Stochastic vs Batch vs Mini-batch Gradient Descent | Data Science Interview Questions and Answers

Gradient descent is a commonly asked concept in data science and machine learning interviews. Some example interview questions are

👉 What is gradient descent?
👉 What are the pros and cons of stochastic gradient descent?
👉 What are the differences between batch gradient descent and mini-batch gradient descent?

In this tutorial, we will answer these questions by comparing gradient descent, stochastic gradient descent, batch gradient descent, and mini-batch gradient descent.

⏰ Timecodes ⏰
0:00 - Intro
0:25 - Gradient Descent
0:53 - Batch Gradient Descent
1:56 - Stochastic Gradient Descent
2:57 - Mini-batch Gradient Descent

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