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<!DOCTYPE html><head><meta charset="utf-8"><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><title>Joaquin Keller - Quantum Machine Learning</title><link rel="manifest" href="/site.webmanifest"><meta name="description" content="Joaquin Keller - Quantum Machine Learning"><meta name="author" content="Joaquin Keller"><link rel="stylesheet" href="/elcoolstuff.6e290a9f.css"></head><body> <script src="/elcoolstuff.97469c9f.js"></script> <div class="container-fluid"> <div class="row"> <div class="col-6 col-sm-3 col-md-2 float-left"> <img id="logoimg" class="img-fluid float-left rounded-circle shadow mb-2" src="/joaquin_green_shades.520a6731.jpg" alt="Joaquin Keller"> </div> <div id="joaquin" class="col-2 text-left float-left align-self-center"> Joaquín <br> Keller </div> </div> <div class="row"> </div> </div> <div class="container"> <div class="row"> <div class="col text-center"> <h1><br></h1> </div> </div> <div class="row"> <div class="mqheader col text-center"> <h1>Machine Learning with Quantum Computers</h1> </div> </div> <div class="row"> <div class="col text-center"> <h1><br></h1> </div> </div> <div class="row maintext"> <div class="col align-self-center"> <p> <a class="text-success" href="https://iris.entropicalabs.io/"> <h3>Training with the Iris dataset on IBMq</h3> </a> </p> <p>Using the <a class="text-success" href="#polyadicQML">polyadic QML Library</a> we trained a qmodel for the ternary classification of the Iris flower dataset on IBM quantum computers. We got the accuracy level of classical ML.</p> <p>Medium post: <a class="text-success" href="https://medium.com/@entropicalabs/news-in-quantum-machine-learning-7f33cf845959">News in Quantum Machine Learning</a></p> <p>Watch the <a class="text-success" href="https://youtu.be/QZ8ynyG-O9U">15-min video presentation</a> describing the experiment </p> <p><a class="text-success" href="https://iris.entropicalabs.io/">Explore the training data</a></p> </div> <div class="col-lg-6"> <a href="https://iris.entropicalabs.io/"> <img class="img-fluid screenshot" src="/iris-fs8.e8e98a1c.png" alt="Entropica Labs"> </a> </div> </div> <div class="row"> <div class="col text-center"> <h1><br></h1> </div> </div> <div class="row maintext"> <div class="col align-self-center"> <p> <a class="text-success" href="https://github.com/JoaquinKeller/polyadicQML"> <h3 id="polyadicQML">The Polyadic QML Library</h3> </a> </p> <p>A Python library to define, train and deploy quantum machine learning models</p> <p>The original ideas behind this library are described in a research paper: <a class="text-success" href="https://arxiv.org/abs/2007.14044">Polyadic Quantum Classifier — arXiv:2007.14044</a></p> <p> <img src="/GitHub-Mark-32px.e5dca3b6.png"> <a class="text-success" href="https://github.com/JoaquinKeller/polyadicQML">https://github.com/JoaquinKeller/polyadicQML</a> </p> </div> <div class="col-lg-6"> <a href="https://github.com/JoaquinKeller/polyadicQML"> <img class="img-fluid screenshot" src="/polyadicQML-fs8.62ce60ca.png"> </a> </div> </div> <div class="row"> <div class="col text-center"> <h1><br></h1> </div> </div> <div class="row maintext"> <div class="col align-self-center"> <p> <a class="text-success" href="https://github.com/JoaquinKeller/manyQ"> <h3>ManyQ quantum computer simulator</h3> </a> </p> <p>A fast quantum computer simulator optimized for Quantum Machine Learning. It uses <a class="text-success" href="https://en.wikipedia.org/wiki/SIMD">SIMD</a>, multicore and GPU to parallize and speedup computations</p> <p>ManyQ is the underlying quantum computer simulator of <a class="text-success" href="#polyadicQML">PolyadicQML</a></p> <p> <img src="/GitHub-Mark-32px.e5dca3b6.png"> <a class="text-success" href="https://github.com/JoaquinKeller/manyQ">https://github.com/JoaquinKeller/manyQ</a> </p> </div> <div class="col-lg-6"> <a href="https://github.com/JoaquinKeller/manyq"> <img class="img-fluid screenshot" src="/manyq-fs8.1e93a087.png"> </a> </div> </div> <div class="row"> <div class="col text-center"> <h1><br></h1> </div> </div> <div class="row maintext"> <div class="col align-self-center"> <p> <a class="text-success" href="https://qml.entropicalabs.io/"> <h3>The "Quantum Perceptron"</h3> </a> </p> <p>A early quantum machine learning algorithm (2019)</p> <p>The quantum perceptron in <a class="text-success" href="https://news.ycombinator.com/item?id=21070937">Hacker News</a> and <a class="text-success" href="https://www.reddit.com/r/MachineLearning/comments/d95pli/p_a_quantum_perceptron_first_steps_in_qml/">Reddit</a> </p> </div> <div class="col-lg-6"> <a href="https://qml.entropicalabs.io/"> <img class="img-fluid screenshot" src="/qmlshot-fs8.8ece862c.png"> </a> </div> </div> <div class="row"> <div class="col text-center"> <h1><br></h1> </div> </div> </div> </body>