Signal Processing toolkit¶
Links¶
Homepage : https://spkit.github.io
Documentation : https://spkit.readthedocs.io/
Github Page : https://github.com/Nikeshbajaj/spkit
PyPi-project: https://pypi.org/project/spkit/
Installation¶
With pip
pip install spkit
Build from source
Download the repository or clone it with git, after cd in directory build it from source with
python setup.py install
List of all functions¶
Signal Processing Techniques
Information Theory functions for real valued signals
Entropy : Shannon entropy, Rényi entropy of order α, Collision entropy
Joint entropy
Conditional entropy
Mutual Information
Cross entropy
Kullback–Leibler divergence
Computation of optimal bin size for histogram using FD-rule
Plot histogram with optimal bin size
Matrix Decomposition
SVD
ICA using InfoMax, Extended-InfoMax, FastICA & Picard
Linear Feedback Shift Register
pylfsr
Continuase Wavelet Transform and other functions comming soon..
Machine Learning models - with visualizations¶
Logistic Regression
Naive Bayes
Decision Trees
DeepNet (to be updated)