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820 lines
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HTML
820 lines
31 KiB
HTML
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<meta name="description" content="Data Science for Political and Social Phenomena">
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<meta name="author" content="Guillaume Redoulès">
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<title>Notes on python, machine learning, linux and other programming related topics</title>
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<a class="navbar-brand" href=".">Guillaume Redoulès</a>
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<a href="#" class="dropdown-toggle" data-toggle="dropdown" role="button" aria-haspopup="true" aria-expanded="false">About<span class="caret"></span></a>
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<ul class="dropdown-menu">
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<li><a href="./pages/about.html">About Guillaume</a></li>
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<li><a href="https://github.com/redoules">GitHub</a></li>
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<li><a href="https://www.linkedin.com/in/guillaume-redoul%C3%A8s-33923860/">LinkedIn</a></li>
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<a href="#" class="dropdown-toggle" data-toggle="dropdown" role="button" aria-haspopup="true" aria-expanded="false">Data Science<span class="caret"></span></a>
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<ul class="dropdown-menu">
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<li><a href=".#Blog">Blog</a></li>
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<li><a href=".#Python">Python</a></li>
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<li><a href=".#Bash">Bash</a></li>
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<li><a href=".#SQL">SQL</a></li>
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<li><a href=".#Mathematics">Mathematics</a></li>
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<li><a href=".#Machine_Learning">Machine Learning</a></li>
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<li><a href=".#Projects">Projects</a></li>
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<a href="#" class="dropdown-toggle" data-toggle="dropdown" role="button" aria-haspopup="true" aria-expanded="false">Projects<span class="caret"></span></a>
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<li><a href="https://github.com/redoules/redoules.github.io">Notes (Github)</a></li>
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<input class="form-control search-query" name="q" id="tipue_search_input" placeholder="e.g. scikit KNN, pandas merge" required autocomplete="off" type="text">
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<!-- end of header section -->
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<div class="container">
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<div class="page-header">
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<h1 class="index-page-title">Notes on python, machine learning, linux and other programming related topics</h1>
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</div>
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<div class="homepage-blurb row">
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<div class="col-sm-12">
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<p><a href="./pages/about.html">I am a data scientist</a> and a numerical methods engineer working in the field of rocket design.</p>
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<p>This site will host my notes on machine learning, programming or other subjects of interest. This project is open source and available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
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</div>
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</div>
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<div class="row" id="Blog">
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<div class="col-sm-12">
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<h2 class="homepage_category_title">Blog</h2>
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</div>
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<div class="col-sm-12">
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<div class="panel panel-default">
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<div class="panel-body">
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<ul>
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<li><a href="./blog/Time_Series_anomaly_detection.html">12/19 Time Series anomaly detection</a></li>
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<li><a href="./blog/Statistics_10days-day9.html">11/18 Day 9 - Multiple Linear Regression</a></li>
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<li><a href="./blog/Statistics_10days-day8.html">11/18 Day 8 - Least Square Regression Line</a></li>
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<li><a href="./blog/Statistics_10days-day7.html">11/18 Day 7 - Pearson and spearman correlations</a></li>
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<li><a href="./blog/Statistics_10days-day6.html">11/18 Day 6 - The Central Limit Theorem</a></li>
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<li><a href="./blog/Statistics_10days-day5.html">11/18 Day 5 - Poisson and Normal distributions</a></li>
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<li><a href="./blog/Statistics_10days-day4.html">11/18 Day 4 - Binomial and geometric distributions</a></li>
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<li><a href="./blog/Statistics_10days-day3.html">11/18 Day 3 - Conditionnal probability</a></li>
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<li><a href="./blog/Statistics_10days-day2.html">11/18 Day 2 - Probability, Compound Event Probability</a></li>
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<li><a href="./blog/Statistics_10days-day1.html">11/18 Day 1 - Quartiles, Interquartile Range and standard deviation</a></li>
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<li><a href="./blog/Statistics_10days-day0.html">11/18 Day 0 - Median, mean, mode and weighted mean</a></li>
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</ul>
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</div>
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</div>
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</div>
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</div>
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<hr/>
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<div class="row" id="Blog">
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<div class="col-sm-12">
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<h2 class="homepage_category_title">Projects : learn by doing</h2>
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</div>
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<div class="col-sm-12">
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<div class="panel panel-default">
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<div class="panel-body">
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<ul>
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<li><a href="./projects/get_traffic_data.html">08/19 Getting traffic data from google maps</a></li>
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</ul>
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</div>
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</div>
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</div>
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</div>
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<hr/>
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<div class="row" id="Machine Learning">
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<div class="col-sm-12">
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<h2 class="homepage_category_title">Machine Learning</h2>
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</div>
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<div class="col-sm-12">
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<div class="panel panel-default">
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<div class="panel-heading">
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<h3 class="panel-title">Basics</h3>
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</div>
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<div class="panel-body">
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<ul>
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<li><a href="./machine-learning/Log_experiments_mlflow.html">Log experiements</a></li>
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</ul>
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</div>
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</div>
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</div>
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<div class="col-sm-12">
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<div class="panel panel-default">
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<div class="panel-heading">
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<h3 class="panel-title">Preprocessing</h3>
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</div>
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<div class="panel-body">
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<ul>
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<li>Coming soon.</li>
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</ul>
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</div>
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</div>
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</div>
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<div class="col-sm-12">
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<div class="panel panel-default">
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<div class="panel-heading">
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<h3 class="panel-title">Feature Engineering and Selection</h3>
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</div>
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<div class="panel-body">
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<ul>
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<li>Coming soon.</li>
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</ul>
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</div>
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</div>
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</div>
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<div class="col-sm-12">
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<div class="panel panel-default">
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<div class="panel-heading">
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<h3 class="panel-title">Model evaluation and validation</h3>
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</div>
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<div class="panel-body">
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<ul>
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<li>Coming soon.</li>
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</ul>
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</div>
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</div>
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</div>
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<div class="col-sm-12">
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<div class="panel panel-default">
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<div class="panel-heading">
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<h3 class="panel-title">Model selection and hyperparameters optimization</h3>
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</div>
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<div class="panel-body">
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<ul>
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<li>Coming soon.</li>
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</ul>
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</div>
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</div>
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</div>
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<div class="col-sm-12">
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<div class="panel panel-default">
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<div class="panel-heading">
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<h3 class="panel-title">Linear regression</h3>
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</div>
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<div class="panel-body">
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<ul>
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<li><a href="./machine-learning/Multiple_Linear_Regression.html">Multiple Linear Regression</a></li>
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<li><a href="./machine-learning/LeastSquareRegressionLine.html">Least Square Regression Line</a></li>
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</ul>
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</div>
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</div>
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</div>
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<div class="col-sm-12">
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<div class="panel panel-default">
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<div class="panel-heading">
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<h3 class="panel-title">Support Vector Machines</h3>
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</div>
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<div class="panel-body">
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<ul>
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<li>Coming soon.</li>
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</ul>
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</div>
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</div>
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</div>
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<div class="col-sm-12">
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<div class="panel panel-default">
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<div class="panel-heading">
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<h3 class="panel-title">Trees and Forests</h3>
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</div>
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<div class="panel-body">
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<ul>
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<li>Coming soon.</li>
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</ul>
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</div>
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</div>
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</div>
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<div class="col-sm-12">
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<div class="panel panel-default">
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<div class="panel-heading">
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<h3 class="panel-title">Nearest Neighbors</h3>
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</div>
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<div class="panel-body">
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<ul>
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<li>Coming soon.</li>
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</ul>
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</div>
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</div>
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</div>
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<div class="col-sm-12">
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<div class="panel panel-default">
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<div class="panel-heading">
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<h3 class="panel-title">Clustering methods</h3>
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</div>
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<div class="panel-body">
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<ul>
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<li>Coming soon.</li>
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</ul>
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</div>
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</div>
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</div>
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</div>
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<div class="row" id="DL">
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<div class="col-sm-12">
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<h2 class="homepage_category_title">Deep Learning</h2>
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</div>
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<div class="col-sm-12">
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<div class="panel panel-default">
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<div class="panel-heading">
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<h3 class="panel-title">keras basics</h3>
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</div>
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<div class="panel-body">
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<ul>
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<li><a href="./dl/tqdm_keras.html">Showing the training progress</a></li>
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<li><a href="./dl/keras_load.html">Load a saved model</a></li>
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<li><a href="./dl/keras_input.html">Get model input shape</a></li>
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<li><a href="./dl/keras_info.html">Get model info and number of parameters</a></li>
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<li><a href="./dl/model_checkpoint_keras.html">Saving the models weights after each epoch</a></li>
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<li><a href="./dl/csv_logger_keras.html">Logging the training progress in a CSV</a></li>
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<li><a href="./dl/tensorboard_keras.html">Using tensorboard with Keras</a></li>
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<li><a href="./dl/keras_install.html">Install keras using conda</a></li>
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</ul>
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</div>
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</div>
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</div>
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<div class="col-sm-12">
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<div class="panel panel-default">
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<div class="panel-heading">
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<h3 class="panel-title">Feedforward networks</h3>
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</div>
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<div class="panel-body">
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<ul>
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<li>Coming soon.</li>
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</ul>
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</div>
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</div>
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</div>
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<div class="col-sm-12">
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<div class="panel panel-default">
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<div class="panel-heading">
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<h3 class="panel-title">Deep convolutional Networks</h3>
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</div>
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<div class="panel-body">
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<ul>
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<li>Coming soon.</li>
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</ul>
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</div>
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</div>
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</div>
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<div class="col-sm-12">
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<div class="panel panel-default">
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<div class="panel-heading">
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<h3 class="panel-title">Recurent networks</h3>
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</div>
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<div class="panel-body">
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<ul>
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<li>Coming soon.</li>
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</ul>
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</div>
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</div>
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</div>
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<div class="col-sm-12">
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<div class="panel panel-default">
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<div class="panel-heading">
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<h3 class="panel-title">Other</h3>
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</div>
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<div class="panel-body">
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<ul>
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<li>Coming soon.</li>
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</ul>
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</div>
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</div>
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</div>
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</div>
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<div class="row" id="timeseries">
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<div class="col-sm-12">
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<h2 class="homepage_category_title">Time series</h2>
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</div>
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<div class="col-sm-12">
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<div class="panel panel-default">
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<div class="panel-heading">
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<h3 class="panel-title">Time series préprocessing</h3>
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</div>
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<div class="panel-body">
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<ul>
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<li>Coming soon.</li>
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</ul>
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</div>
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</div>
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</div>
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<div class="col-sm-12">
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<div class="panel panel-default">
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<div class="panel-heading">
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<h3 class="panel-title">Time series modeling</h3>
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</div>
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<div class="panel-body">
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<ul>
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<li>Coming soon.</li>
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</ul>
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</div>
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</div>
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</div>
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</div>
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<div class="row" id="Python">
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<div class="col-sm-12">
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<h2 class="homepage_category_title">Python</h2>
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</div>
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<div class="col-sm-12">
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<div class="panel panel-default">
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<div class="panel-heading">
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<h3 class="panel-title">Basics</h3>
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</div>
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<div class="panel-body">
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<ul>
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<li><a href="./python/tqdm.html">Showing progress</a></li>
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<li><a href="./python/intersection_array.html">Compute the intersection of 2 numpy arrays</a></li>
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<li><a href="./python/config_list.html">List all sections in a config file</a></li>
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<li><a href="./python/compare_dict.html">Get items in one dictionnary but not the other one</a></li>
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<li><a href="./python/iterate_dict.html">Iterate over a dictionnary</a></li>
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<li><a href="./python/write_config_file.html">Write a value to a config file</a></li>
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<li><a href="./python/config_parse.html">Parse variable from config file</a></li>
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<li><a href="./python/randint.html">Random integer</a></li>
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<li><a href="./python/counting.html">Counting values in an array</a></li>
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<li><a href="./python/dict_comprehension.html">Building a dictonnary using comprehension</a></li>
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<li><a href="./python/unique.html">Extracting unique values from a list or an array</a></li>
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<li><a href="./python/sorting.html">Sorting an array</a></li>
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<li><a href="./python/reverse.html">Reverse an array</a></li>
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<li><a href="./python/design_own_libs.html">Advice for designing your own libraries</a></li>
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<li><a href="./python/ensure_dir.html">Safely creating a folder if it doesn't exist</a></li>
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<li><a href="./python/list_files_directory.html">List all files in a directory</a></li>
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<li><a href="./python/Opening_file.html">Opening a file with python</a></li>
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<li><a href="./python/Opening_SQLite_database.html">Opening a SQLite database with python</a></li>
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</ul>
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</div>
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</div>
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</div>
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<div class="col-sm-12">
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<div class="panel panel-default">
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<div class="panel-heading">
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<h3 class="panel-title">Data Wrangling</h3>
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</div>
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<div class="panel-body">
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<ul>
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<li><a href="./python/style_dataframe.html">Style a dataframe</a></li>
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<li><a href="./python/Use_the_pipe_function_for_fluent_pandas_api.html">Use the pipe function for fluent pandas api</a></li>
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<li><a href="./python/points_too_far_away.html">Get min and max distance withing a point cloud</a></li>
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<li><a href="./python/load_image_PIL.html">Open an image with PIL</a></li>
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<li><a href="./python/point_cloud_distance.html">Get min and max distance withing a point cloud</a></li>
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<li><a href="./python/numpy_save.html">Save a numpy array to disk</a></li>
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<li><a href="./python/select_lines_values_list.html">Filter or select lines of a DataFrame containing values in a list</a></li>
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<li><a href="./python/reverse_column_order.html">Reverse column order in pandas</a></li>
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<li><a href="./python/reverse_row_order.html">Reverse row order in pandas</a></li>
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<li><a href="./python/rename_columns_pandas.html">Rename columns in pandas</a></li>
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<li><a href="./python/pandas_extended_types.html">Using pandas extended types</a></li>
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<li><a href="./python/Moving_average_pandas.html">Moving average with pandas</a></li>
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<li><a href="./python/Reading_data_from_a_sql_database_with_pandas.html">Reading data from a sql database with pandas</a></li>
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<li><a href="./python/Writing_data_to_a_sql_database_with_pandas.html">Writing data to a sql database with pandas</a></li>
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<li><a href="./python/Creating_a_sqlite_database.html">Creating a sqlite database</a></li>
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<li><a href="./python/Iterating_over_a_dataframe.html">Iterate over a DataFrame</a></li>
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</ul>
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</div>
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</div>
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</div>
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<div class="col-sm-12">
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<div class="panel panel-default">
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<div class="panel-heading">
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<h3 class="panel-title">Data Visualization</h3>
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</div>
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<div class="panel-body">
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<ul>
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<li><a href="./python/Parula.html">Parula colormap for matplotlib</a></li>
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<li><a href="./python/logplot.html">Plotting data using log axis</a></li>
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<li><a href="./python/Setting_up_the_notebook_for_plotting_with_matplotlib.html">Setting up the notebook for plotting with matplotlib</a></li>
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<li><a href="./python/Saving_a_matplotlib_figure_with_a_high_resolution.html">Saving a matplotlib figure with a high resolution</a></li>
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</ul>
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</div>
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</div>
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</div>
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<div class="col-sm-12">
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<div class="panel panel-default">
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<div class="panel-heading">
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<h3 class="panel-title">Web Scraping</h3>
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</div>
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<div class="panel-body">
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<ul>
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<li><a href="./python/quandl.html">Downloading from quandl</a></li>
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<li><a href="./python/download_page.html">Downloading a static webpage with python</a></li>
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<li><a href="./python/stock_pandas.html">Getting stock market data</a></li>
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</ul>
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</div>
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</div>
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</div>
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<div class="col-sm-12">
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<div class="panel-heading">
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<h3 class="panel-title">Algorithms</h3>
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<div class="panel-body">
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<ul>
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<li><a href="./python/Efficient_extraction_of_eigenvalues_from_a_list_of_tensors.html">Efficient extraction of eigenvalues from a list of tensors</a></li>
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</ul>
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</div>
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</div>
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</div>
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<div class="col-sm-12">
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<div class="panel panel-default">
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<div class="panel-heading">
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<h3 class="panel-title">Parallel computing</h3>
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</div>
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<div class="panel-body">
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<ul>
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<li><a href="./python/dask_dataframes.html">Introduction to dask DataFrames</a></li>
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<li><a href="./python/dask_array.html">Introduction to dask arrays</a></li>
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<li><a href="./python/dask_infiniband.html">Using Dask on infiniband</a></li>
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<li><a href="./python/dask_distributed_parallelism.html">Running multiple calls to a function in parallel with Dask</a></li>
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</ul>
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</div>
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</div>
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</div>
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<div class="col-sm-12">
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<div class="panel panel-default">
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<div class="panel-heading">
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<h3 class="panel-title">Testing</h3>
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<div class="panel-body">
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<ul>
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<li>Coming soon.</li>
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</ul>
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</div>
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</div>
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<div class="panel panel-default">
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<div class="panel-heading">
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<h3 class="panel-title">Other</h3>
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</div>
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<div class="panel-body">
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<ul>
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<li><a href="./python/sharepoint.html">Upload/Download data to/from a sharepoint folder</a></li>
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<li><a href="./python/file_owner.html">Find the file owner</a></li>
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<li><a href="./python/file_creation_date.html">File creation date in Windows</a></li>
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<li><a href="./python/natural_sort.html">Natural sort of list</a></li>
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<li><a href="./python/maximize_window.html">Maximize a window in Windows</a></li>
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<li><a href="./python/case_config.html">Case sensitive ConfigParser</a></li>
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<li><a href="./python/list_windows.html">List all opened windows on Windows</a></li>
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<li><a href="./python/Optimized_numpy_random_intel.html">Optimized numpy random number generation on Intel CPU</a></li>
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<li><a href="./python/updating_all_python_package_with_anaconda.html">Updating all python package with anaconda</a></li>
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</ul>
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</div>
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</div>
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</div>
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<div class="col-sm-12">
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<h2 class="homepage_category_title">Jupyter</h2>
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<div class="panel-heading">
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<h3 class="panel-title">Basics</h3>
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<div class="panel-body">
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<ul>
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<li><a href="./jupyter/clear_cell.html">Clearing the current cell in the notebook</a></li>
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<li><a href="./jupyter/remote_run_notebook.html">Running the notebook on a remote server</a></li>
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</div>
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<div class="col-sm-12">
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<h2 class="homepage_category_title">Linux</h2>
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<div class="col-sm-12">
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<div class="panel panel-default">
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<div class="panel-heading">
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<h3 class="panel-title">Bash</h3>
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<div class="panel-body">
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<ul>
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<li><a href="./linux/bashr_aliases.html">What's inside my .bashr_aliases ?</a></li>
|
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<li><a href="./linux/md5_recursif.html">Recursively compute md5 checksum</a></li>
|
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<li><a href="./linux/sed.html">Basic operations with SED</a></li>
|
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<li><a href="./linux/ramdisk.html">How to create a ramdisk?</a></li>
|
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<li><a href="./linux/simple_bash_function.html">Create a simple bash function</a></li>
|
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<li><a href="./linux/bashrc.html">What's inside my .bashrc ?</a></li>
|
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<li><a href="./linux/linux_process_information.html">How to check Linux process information?</a></li>
|
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<li><a href="./linux/directory_size.html">Check the size of a directory</a></li>
|
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<li><a href="./linux/free_disk_space_linux.html">Check for free disk space</a></li>
|
|
<li><a href="./linux/get_ip_linux.html">Check your current ip address</a></li>
|
|
<li><a href="./linux/version_kernel.html">Check the version of the kernel currently running</a></li>
|
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<li><a href="./linux/Reloading_.bashrc.html">Reloading .bashrc</a></li>
|
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<li><a href="./linux/Reloading_fstab.html">Reloading fstab</a></li>
|
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|
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</div>
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</div>
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</div>
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<div class="col-sm-12">
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<div class="panel panel-default">
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<div class="panel-heading">
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<h3 class="panel-title">Raspberry pi</h3>
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<li><a href="./linux/mount_nfs_share_fstab.html">Mount a NFS share using fstab</a></li>
|
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</div>
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</div>
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</div>
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<div class="panel panel-default">
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<div class="panel-heading">
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<h3 class="panel-title">Docker</h3>
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<div class="panel-body">
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<ul>
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<li><a href="./linux/clear_docker.html">Clear unused docker images</a></li>
|
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<div class="panel-body">
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<ul>
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<li><a href="./linux/DS_API.html">Add task to download station via API</a></li>
|
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<li><a href="./linux/share_nfs_share.html">Synology NFS share</a></li>
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<h2 class="homepage_category_title">SQL</h2>
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<div class="col-sm-12">
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<div class="panel panel-default">
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<div class="panel-body">
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<ul>
|
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<li><a href="./sql/PK_id_column.html">Add autoincremeting (Primary key) id column</a></li>
|
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<li><a href="./sql/remote_access.html">Setting up MariaDB for Remote Client Access</a></li>
|
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<li><a href="./sql/update_table.html">Update a value in a TABLE</a></li>
|
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<li><a href="./sql/grant_ip.html">Granting access to a database to a remote client by IP</a></li>
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<li><a href="./sql/WHERE_SQL_keywords.html">Keywords to use with WHERE</a></li>
|
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<li><a href="./sql/Sorting_results.html">Sorting results</a></li>
|
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<li><a href="./sql/display_table_filter.html">Filter content of a TABLE</a></li>
|
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<li><a href="./sql/display_table.html">Displaying the content of a TABLE</a></li>
|
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|
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</div>
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<h2 class="homepage_category_title">Mathematics</h2>
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<div class="col-sm-12">
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<div class="panel panel-default">
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<div class="panel-heading">
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<h3 class="panel-title">Basics</h3>
|
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</div>
|
|
<div class="panel-body">
|
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<ul>
|
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<li><a href="./mathematics/Number_edges_Complete_graph.html">Number of edges in a Complete graph</a></li>
|
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|
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</div>
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</div>
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</div>
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<div class="col-sm-12">
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<div class="panel panel-default">
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<div class="panel-heading">
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<h3 class="panel-title">Statistics</h3>
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</div>
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<div class="panel-body">
|
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<ul>
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<li><a href="./mathematics/KLD.html">Kullback Leibler Divergence</a></li>
|
|
<li><a href="./mathematics/spearman.html">Spearman's Rank Correlation Coefficient</a></li>
|
|
<li><a href="./mathematics/pearson.html">Pearson correlation coefficient</a></li>
|
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<li><a href="./mathematics/normal.html">Normal Distribution</a></li>
|
|
<li><a href="./mathematics/poisson.html">Poisson Distribution</a></li>
|
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<li><a href="./mathematics/Geometric.html">Geometric distribution</a></li>
|
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<li><a href="./mathematics/Binomial.html">Binomial distribution</a></li>
|
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<li><a href="./mathematics/Premutations_and_combinations.html">Premutations and combinations</a></li>
|
|
<li><a href="./mathematics/cond_prob.html">Conditional Probability</a></li>
|
|
<li><a href="./mathematics/Bayes.html">Bayes' Theorem</a></li>
|
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</ul>
|
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</div>
|
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</div>
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</div>
|
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<div class="col-sm-12">
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<div class="panel panel-default">
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<div class="panel-heading">
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<h3 class="panel-title">Uncertainty quantification</h3>
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<div class="panel-body">
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<ul>
|
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<li>Coming soon.</li>
|
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</ul>
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</div>
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</div>
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</div>
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</div>
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<div class="row" id="cryptocurrencies">
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<h2 class="homepage_category_title">Cryptocurrencies</h2>
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<div class="col-sm-12">
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<div class="panel-heading">
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<h3 class="panel-title">Bitcoin</h3>
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<div class="panel-body">
|
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<ul>
|
|
<li><a href="./cryptocurrencies/Installing_bitcoind_on_raspberry_pi.html">Installing bitcoind on raspberry pi</a></li>
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</div>
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</div>
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<div class="col-sm-12">
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<div class="panel panel-default">
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<div class="panel-heading">
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<h3 class="panel-title">Visualization</h3>
|
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</div>
|
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<div class="panel-body">
|
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<ul>
|
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<li><a href="./cryptocurrencies/mayer_multiple.html">Computing the Mayer multiple</a></li>
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