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What exactly is LSTM and why is it considered important in the realm of artificial intelligence? Have you used LSTM in your projects before?

Build a user-tailored content stream like Facebook's.

Share with me your thought process on implementing the two sum problem using a hash table in O(n) time complexity.

Could you create a function that receives two arrays and calculates the RMSE?

Your main responsibility is to generate 1000 normally distributed data points using R and Python, with a specified mean and variance value. Calculate summary statistics of the dataset and clarify their meaning. Create a density plot of the data in R and Python, as well.

In what ways do CNNs and RNNs vary, particularly in how they process data?

Design a messaging system like WhatsApp.

How would you approach designing an experimentation system that minimizes performance impact on the main application?

What are some of the real-world scenarios where overfitting or underfitting can be problematic for model performance and accuracy? Can you share some examples?

Develop a cloud-based file storage system like Dropbox.