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lab07_dtw

LAB07: Dynamic Time Warping

Tutorials

DynamicTimeWarping

A tutorial notebook with examples with scalar data, multidimensional data and real speech data.

It also includes examples of warping identical sentences spoken by different speakers such that they can be combined in sync with each other as you would do for lipsyncing.

Exercises

String Matching

notebook: Levenshtein_ex.ipynb

  • Exercise 1: Computing the Levenshtein Distance
    • do the exercise for one of the suggested word pairs
    • answer the additional question on the difference between case 2 & 3
  • Exercise 2: character vs. word Levenshtein Distance
  • Exercise 3: Error rate computations for speech recognition

DTW on scalar data

notebook: DTW_ex.ipynb

  • Exercise 1: DTW on 1-dimensional feature vector sequence
  • Exercise 2: Using different warping constraints

DTW on speech data

... coming soon ...