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What strategies would you employ to handle different types of anomalies (point, contextual, collective) in your detection system?

How would you create a set of 1000 data points following a normal distribution with given mean and variance in R, analyze the descriptive statistics, and visualize with a density plot? Then, could you perform the same operations in Python on Codility's code editor?

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

Develop a session management system for web applications.

Develop a system for fast-paced real-time multiplayer games.

How would you describe the time complexity characteristic of SVM training? Can you describe the time complexity for the inference phase in SVMs? Can you compare the time complexities for training and inference in SVMs with linear and RBF kernels?

How familiar are you with XGBoosting and its capabilities?

What are the benefits of SGD's convergence properties over those of standard gradient descent?

How would you execute a binary search in code and describe the time complexity? Moreover, can the search be enhanced?

Could you outline an algorithm for decoding strings with hierarchical nested parentheses?