Hundred Common AI Interview Questions

Let’s learn the most common generative AI, AI engineering, deep learning, and machine learning interview questions.

For Access: https://cbarkinozer.medium.com/hundred-common-ai-interview-questions-0b0e3bd09957?sk=143153701a037e25be59c53fd2aadbb9

1. What is bias-variance trade-off?

The bias-variance trade-off is a fundamental concept in machine learning that describes the balance between two types of errors that a model can make:[1]

• Bias refers to errors due to overly simplistic models that fail to capture the underlying data patterns, leading to underfitting.[1]
• Variance refers to errors due to overly complex models that are too sensitive to small fluctuations in the training data, leading to overfitting.[1]

The trade-off involves finding a model complexity that minimizes both bias and variance, resulting in better generalization to unseen data. [1]

2. What is backpropagation?

Backpropagation is a supervised learning algorithm used for training artificial neural networks. It involves a forward pass, where inputs are processed through the network to produce an output, and a backward pass, where the output error is…