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How does the convergence mechanism of SGD provide benefits over that of regular gradient descent?

Design a system for real-time threat detection through network traffic analysis.

How computationally intensive is it to train a support vector machine? What computational cost is involved in SVM prediction in relation to time complexity? In terms of time complexity, how does the use of Linear or RBF kernels in SVMs differ?

Outline the components of a distributed A/B testing system that ensures statistical validity and prevents experiment collision.

Would you be able to write code for inverting a binary tree in the programming language you prefer?

What would be your approach to writing a Python script that implements a hash table?

Design an e-commerce website like Amazon.

What computational strategy would you utilize to segregate fake and real news content, and could you enact it?

Show how to use dynamic programming to determine the longest increasing subarray within a given set of numbers.

Could you discuss the disparity between bias and variance in machine learning?