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Design a system for managing a distributed machine learning pipeline.

Can you develop a code segment that extracts the longest palindrome from a string?

Could you code a function to calculate the root mean squared error between two arrays?

Design a content moderation system.

Where in a neural network is the vanishing gradient issue most prevalent, near the start or the end?

What are some techniques you use to effectively share the insights of machine learning with stakeholders?

Design a microblogging platform similar to Twitter.

Design an auto-suggest feature for search engines.

Build a distributed system for efficient data replication.

What do the training and loss graphs convey about a neural network? How do different loss functions affect the shape of the loss graph, and what are some frequently adopted ones? How do the training and loss graphs differ, and what part do they play in optimizing and improving model performance?