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<!DOCTYPE html>
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<title>SpKit: Signal Processing Toolkit in Python — spkit 0.0.9.7 documentation</title>
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<div class="tags">
<ul>
<li>◈ Easy to use toolkit for signal processing and analysis</li>
<li>◈ More of biomedical signal analysis with visualization</li>
<li>◈ Includes basic machine learning models with visualization</li>
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<h2>Signal Processing Toolkit</h2>
<h4><i>Simple and easy to use for signal analysis and predictive analysis</i></h4>
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<h4>Updates:</h4>
<ul class="simple">
<li>• Released: 0.0.9.7</li>
<li>• Discussion Forum</li>
<li>• Ramanujam methods</li>
<li>• Fractional Fourier Trasform</li>
<li>• Sinasodal Model</li>
<li>• EEG Artifact removal algorithms: ATAR and ICA</li>
</ul>
<h4> Giving credit & Citing</h4>
<ul class="simple">
<li><p>All material: Free Software: <strong>The 3-Clause BSD License</strong>.</p></li><li><p><a href="about.html">About</a></p></li>
<li><p>Please consider <a href="about.html#citing"><strong>citing</strong></a>.</p></li>
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<h1 style="display: block;background-color: rgb(205,232,239);width:90%;padding: auto;margin:auto;text-align: center;
border-radius: 16px 0px 16px 0px;">
About Us
</h1>
<p style="width: 85%;margin: auto; padding: 3rem 0rem 3rem 0rem;">
This open-source work was started in 2019, since then many of the signal processing algorithms have been
incorparated in <a href="https://spkit.github.io">spkit</a>.
Our aim is to make variety of signal processing techniques and algorithms acceesible and easy to use. We continue to work on
this project, to improve the library by including more algorithms, examples and tutorials.
</p>
<div class="column-box">
<div class="people-card-nb" style="width: 22rem;height: 28rem;padding:auto">
<a href="https://nikeshbajaj.in" target="_blank" onclick="trackOutboundLink(this);">
<span class="link-spanner"></span>
</a>
<div style="width: 20px;height:20px;border-radius:50%;background-color: rgb(27, 24, 24);position:absolute;right:5px;top:5px;"></div>
<div style="width: 8px;height:8px;border-radius:50%;background-color: rgb(252, 251, 251);position:absolute;right:11px;top:11px;"></div>
<div class="card-body">
<center>
<a href="https://nikeshbajaj.in" target="_blank">
<img src="_static/nikb2.png" alt="Nikesh Bajaj" style="width:80%;border-radius: 10rem;border: 1px solid black;" />
</a>
</center>
<br />
<a href="https://nikeshbajaj.in" target="_blank">
<h4>Nikesh Bajaj</h4>
</a>
</p>
<p class="card-text">
<b>Lecturer in Data Science</b><br />Centre for Intelligent Sensing, Faculty of Science and Engineering,
<br /> <b>Queen Mary University of London, UK</b><br />
Email: <a href="mailto:nikesh.bajaj@qmul.ac.uk">nikesh.bajaj@qmul.ac.uk</a><br />
</p>
</div>
</div>
</div>
<div class="column-box">
<div class="people-card-nb" style="width: 22rem;height: 28rem;padding:auto">
<a href="https://uk.linkedin.com/in/jesus-requena-carrion" target="_blank" onclick="trackOutboundLink(this);">
<span class="link-spanner"></span>
</a>
<div style="width: 20px;height:20px;border-radius:50%;background-color: rgb(27, 24, 24);position:absolute;right:5px;top:5px;"></div>
<div style="width: 8px;height:8px;border-radius:50%;background-color: rgb(252, 251, 251);position:absolute;right:11px;top:11px;"></div>
<div class="card-body">
<center>
<a href="https://uk.linkedin.com/in/jesus-requena-carrion" target="_blank">
<img src="_static/jrcarrion2.jpg" alt="Jesús Requena Carrión"
style="width:80%;border-radius: 10rem;border: 1px solid black;" />
</a>
</center>
<br />
<a href="https://uk.linkedin.com/in/jesus-requena-carrion" target="_blank">
<h4>Jesús Requena Carrión</h4>
</a>
<!-- <p class="box"><b>Lecturer in Data Science</b><br />School of Physical and Chemical Sciences, Queen Mary University of London, UK<br />
Email: <a href="mailto:nikesh.bajaj@qmul.ac.uk">nikesh.bajaj@qmul.ac.uk</a><br />
</p> -->
</p>
<p class="card-text">
<b>Senior Lecturer in Data Analytics</b><br />Centre for Intelligent Sensing, School of Electronic
Engineering and Computer Science, <br /> <b>Queen Mary University Of London, UK</b><br />
Email: <a href="mailto:jrcarrion@qmul.ac.uk">jrcarrion@qmul.ac.uk</a><br />
</p>
</div>
</div>
</div>
<hr style="width:90%;margin: 30px 20px 20px;">
<br/>
<h2 id="citing" style="display: block;background-color: rgb(205,232,239);width:90%;padding: auto;
margin:auto;text-align: left;padding: 0.5rem 0rem 0.5rem 2rem;
border-radius: 16px 0px 16px 0px;">Citing</h2>
<div align="left">
<p style="width: 85%;margin: auto; padding: 3rem 0rem 2rem 2rem;">
If you use spkit in your research or work - please consider citing.
<pre>
@misc{spkit@2019,
author = {Bajaj,Nikesh and Requena Carrión, Jesús},
title = { {SpKit: Signal Processing Toolkit}},
url = {https://spkit.github.io},
version = {0.0.9.3},
year={2021},
note ={version 0.9.3, \url{https://spkit.github.io}},
howpublished = {\url{https://github.com/Nikeshbajaj/spkit}},
publisher={Python package, Github}
}
</pre>
</p>
</div>
<hr style="width:90%;margin: 30px 20px 20px;">
<br/>
<h2 id="related-projects" style="display: block;background-color: rgb(205,232,239);width:90%;padding: auto;
margin:auto;text-align: left;padding: 0.5rem 0rem 0.5rem 2rem;
border-radius: 16px 0px 16px 0px;">Related Projects (on-going projects)</h2>
<p style="width: 85%;margin: auto; padding: 3rem 0rem 3rem 0rem;">
Other projects that we are working on.
</p>
<div align="center" style="padding: auto;margin: auto;display: block;">
<div class="column-box">
<a href="https://PhyAAt.github.io" target="_blank"><img src="_static/phyaat_logo.png" title="PhyAAt" width="200"></a>
</div>
<div class="column-box">
<a href="https://MLEndDatasets.github.io" target="_blank"><img src="_static/mlend_logo.png" title="MLEnd-Datasets" width="250"></a>
</div>
<div class="column-box">
<a href="https://PMLBook.github.io" target="_blank"><img src="_static/pmlbook_cover.png" title="PMLBook" width="120"></a>
</div>
<div class="column-box">
<a href="https://PyLFSR.github.io" target="_blank"><img src="_static/pylfsr_logo.png" title="PyLFSR" width="250" ></a>
</div>
</div>
<hr style="width:90%;margin: 30px 20px 20px;">
<br/>
</div>
</div>
<hr>
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<h4 class="spk-landing-call-header">Updates</h4>
<ul class="spk-landing-call-list list-unstyled">
<li><strong>Check new updares: </strong>
<a href="whats_new/index.html"><strong>What's new</strong> (Changelog)</a>
</li>
<li><strong>Discussion Forum</strong> is launch on github now: <a href="https://github.com/Nikeshbajaj/spkit/discussions?discussions_q="> Discussion Forum </a>.
</li>
<li><strong>Version 0.0.9.7</strong> + more organised <a href="user_guide.html">User-guide</a> and <a href="modules/classes.html">API</a>.
</li>
<li><strong>Version 0.0.9.6</strong> + MEA, EEG, Signal differentiation.
</li>
<li><strong>Version 0.0.9.5</strong> + Ramanujam methods for period estimation.
</li>
<li><strong>Version 0.0.9.4</strong> + Fractional Fourier Trasform and Sinasodal Model for analysis and sythesis..
</li>
</ul>
</div>
<div class="col-md-4">
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