Draft: Sensor Fault Detection

This proposal includes different changes throughout the repository, particularly it introduces:

• Fast Fourier Transform (tested and benchmarked, not enough though)
• SlidingWindow class (common use cases includes online filters)
• Online Filters
  • Low Pass filter
  • Median Filter
    • including Exact and adjustable window sizes
• SVM model
• Sensor Fault Detection "fake" sensor