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‎about.html

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<ul class="dropdown-menu">
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<li class="nav-item"><a class="nav-link" href="tutorial_basics.html">SpeechBrain Basics</a></li>
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<li class="nav-item"><a class="nav-link" href="tutorial_advanced.html">SpeechBrain Advanced</a></li>
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<li class="nav-item"><a class="nav-link" href="tutorial_nn.html">Neural Architectures</a></li>
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<li class="nav-item"><a class="nav-link" href="tutorial_processing.html">Speech Processing</a></li>
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</ul>
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</li>

‎index.html

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<ul class="dropdown-menu">
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<li class="nav-item"><a class="nav-link" href="tutorial_basics.html">SpeechBrain Basics</a></li>
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<li class="nav-item"><a class="nav-link" href="tutorial_advanced.html">SpeechBrain Advanced</a></li>
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<li class="nav-item"><a class="nav-link" href="tutorial_nn.html">Neural Architectures</a></li>
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<li class="nav-item"><a class="nav-link" href="tutorial_processing.html">Speech Processing</a></li>
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</ul>
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</li>
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<section class="made_life_area p_120">
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<div class="container">
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<div class="main_title">
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<h2>Why SpeechBrain?</h2>
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<p> SpeechBrain allows you to easily and quickly customize any part of your speech pipeline
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ranging from the data management up to the downstream task metric.<br/>
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No existing speech toolkit provide such a level of accebility.</p>
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</div>
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<div class="made_life_inner">
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<ul class="nav nav-tabs" id="myTab" role="tablist">
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<li class="nav-item">

‎tutorial_advanced.html

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</div>
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</div>
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</article>
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<article class="row blog_item">
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<div class="col-md-3">
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<div class="blog_info text-right">
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<div class="post_tag">
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<a class="active" href="#">SpeechBrain Advanced</a>
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</div>
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<ul class="blog_meta list">
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<li><a href="about.html">Heba A.<i class="lnr lnr-user"></i></a></li>
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<li><a href="#">Feb. 2021<i class="lnr lnr-calendar-full"></i></a></li>
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<li><a href="#">Difficulty: easy<i class="lnr lnr-cog"></i></a></li>
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<li><a href="#">Time: 10min<i class="lnr lnr-hourglass"></i></a></li>
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</ul>
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</div>
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</div>
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<div class="col-md-9">
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<div class="blog_post">
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<div class="blog_details">
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<h2>MultiGPU and SpeechBrain</h2>
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<p>Machine Learning tasks that process text may contain thousands of vocabulary
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words which leads to models dealing with huge embeddings as input/output
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(e.g. for one-hot-vectors and ndim=vocabulary_size). This causes an important consumption of memory,
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complexe computations, and more importantly, sub-optimal learning due to extremely sparse and cumbersome
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one-hot vectors. In this tutorial, we provide all the basics needed to correctly use the SpeechBrain Tokenizer relying
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on SentencePiece (BPE and unigram).</p>
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<a href="https://colab.research.google.com/drive/12yE3myHSH-eUxzNM0-FLtEOhzdQoLYWe?usp=sharing" class="blog_btn">Open in Google Colab</a>
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</div>
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</div>
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</div>
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</article>
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<article class="row blog_item">
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<div class="col-md-3">
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<div class="blog_info text-right">
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<div class="post_tag">
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<a class="active" href="#">SpeechBrain Advanced</a>
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</div>
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<ul class="blog_meta list">
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<li><a href="about.html">Parcollet T.<i class="lnr lnr-user"></i></a></li>
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<li><a href="#">Feb. 2021<i class="lnr lnr-calendar-full"></i></a></li>
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<li><a href="#">Difficulty: medium<i class="lnr lnr-cog"></i></a></li>
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<li><a href="#">Time: 30min<i class="lnr lnr-hourglass"></i></a></li>
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</ul>
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</div>
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</div>
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<div class="col-md-9">
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<div class="blog_post">
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<div class="blog_details">
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<h2>Complex and Quaternion Neural networks</h2>
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<p>This tutorial demonstrates how to use the SpeechBrain implementation of complex-valued and quaternion-valued neural networks
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for speech technologies. It covers the basics of highdimensional representations and the associated neural layers :
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Linear, Convolution, Recurrent and Normalisation.</p>
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<a href="https://colab.research.google.com/drive/1H6ObNswTd24ZwkXj3vHRxZcfXBKAsS3q?usp=sharing" class="blog_btn">Open in Google Colab</a>
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</div>
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</div>
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</div>
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</article>
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<nav class="blog-pagination justify-content-center d-flex">
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<ul class="pagination">

‎tutorial_basics.html

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<ul class="dropdown-menu">
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<li class="nav-item"><a class="nav-link" href="tutorial_basics.html">SpeechBrain Basics</a></li>
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<li class="nav-item"><a class="nav-link" href="tutorial_advanced.html">SpeechBrain Advanced</a></li>
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<li class="nav-item"><a class="nav-link" href="tutorial_nn.html">Neural Architectures</a></li>
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<li class="nav-item"><a class="nav-link" href="tutorial_processing.html">Speech Processing</a></li>
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</ul>
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</li>

‎tutorial_nn.html

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<!doctype html>
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<html lang="en">
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<head>
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<!-- Required meta tags -->
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<meta charset="utf-8">
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<meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no">
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<!-- BLOCK INDEX -->
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<meta name="robots" content="noindex">
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<!-- BLOCK INDEX -->
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<link rel="icon" href="img/favicon.png" type="image/png">
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<title>SpeechBrain</title>
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<!-- Bootstrap CSS -->
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<link rel="stylesheet" href="css/bootstrap.css">
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<link rel="stylesheet" href="vendors/linericon/style.css">
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<link rel="stylesheet" href="css/font-awesome.min.css">
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<link rel="stylesheet" href="vendors/owl-carousel/owl.carousel.min.css">
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<link rel="stylesheet" href="vendors/lightbox/simpleLightbox.css">
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<link rel="stylesheet" href="vendors/nice-select/css/nice-select.css">
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<link rel="stylesheet" href="vendors/animate-css/animate.css">
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<!-- main css -->
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<link rel="stylesheet" href="css/style.css">
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<link rel="stylesheet" href="css/responsive.css">
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</head>
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<body>
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<!--================Header Menu Area =================-->
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<header class="header_area">
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<div class="main_menu">
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<nav class="navbar navbar-expand-lg navbar-light">
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<div class="container box_1620">
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<!-- Brand and toggle get grouped for better mobile display -->
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<a class="navbar-brand logo_h" href="index.html"><img src="img/logo_line_big.png" width="175px" alt=""></a>
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<button class="navbar-toggler" type="button" data-toggle="collapse" data-target="#navbarSupportedContent" aria-controls="navbarSupportedContent" aria-expanded="false" aria-label="Toggle navigation">
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<span class="icon-bar"></span>
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<span class="icon-bar"></span>
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<span class="icon-bar"></span>
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</button>
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<!-- Collect the nav links, forms, and other content for toggling -->
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<div class="collapse navbar-collapse offset" id="navbarSupportedContent">
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<ul class="nav navbar-nav menu_nav justify-content-center">
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<li class="nav-item active"><a class="nav-link" href="index.html">Home</a></li>
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<li class="nav-item"><a class="nav-link" href="about.html">About SpeechBrain</a>
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<li class="nav-item"><a class="nav-link" href="documentation/index.html">Documentation</a>
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<li class="nav-item submenu dropdown">
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<a href="#" class="nav-link dropdown-toggle" data-toggle="dropdown" role="button" aria-haspopup="true" aria-expanded="false">Tutorials</a>
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<ul class="dropdown-menu">
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<li class="nav-item"><a class="nav-link" href="tutorial_basics.html">SpeechBrain Basics</a></li>
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<li class="nav-item"><a class="nav-link" href="tutorial_advanced.html">SpeechBrain Advanced</a></li>
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<li class="nav-item"><a class="nav-link" href="tutorial_nn.html">Neural Architectures</a></li>
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<li class="nav-item"><a class="nav-link" href="tutorial_processing.html">Speech Processing</a></li>
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</ul>
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</li>
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</ul>
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</div>
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</div>
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</nav>
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</div>
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</header>
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<!--================Header Menu Area =================-->
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<!--================Home Banner Area =================-->
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<section class="home_banner_area blog_banner">
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<div class="banner_inner d-flex align-items-center">
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<div class="overlay bg-parallax" data-stellar-ratio="0.9" data-stellar-vertical-offset="0" data-background=""></div>
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<div class="container">
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<div class="blog_b_text text-center">
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<h2>SpeechBrain Tutorials</h2>
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<h3>SpeechBrain Advanced</h3>
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</div>
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</div>
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</div>
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</section>
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<!--================End Home Banner Area =================-->
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<!--================Blog Categorie Area =================-->
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<section class="blog_categorie_area">
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<!-- We don't have category for now -->
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</section>
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<!--================Blog Categorie Area =================-->
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<!--================Blog Area =================-->
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<section class="blog_area">
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<div class="container">
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<div class="row">
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<div class="col-md-9">
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<div class="blog_left_sidebar">
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<article class="row blog_item">
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<div class="col-md-3">
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<div class="blog_info text-right">
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<div class="post_tag">
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<a class="active" href="#">Neural Architectures</a>
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</div>
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<ul class="blog_meta list">
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<li><a href="about.html">Parcollet T.<i class="lnr lnr-user"></i></a></li>
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<li><a href="#">Feb. 2021<i class="lnr lnr-calendar-full"></i></a></li>
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<li><a href="#">Difficulty: medium<i class="lnr lnr-cog"></i></a></li>
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<li><a href="#">Time: 30min<i class="lnr lnr-hourglass"></i></a></li>
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</ul>
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</div>
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</div>
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<div class="col-md-9">
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<div class="blog_post">
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<div class="blog_details">
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<h2>Complex and Quaternion Neural networks</h2>
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<p>This tutorial demonstrates how to use the SpeechBrain implementation of complex-valued and quaternion-valued neural networks
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for speech technologies. It covers the basics of highdimensional representations and the associated neural layers :
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Linear, Convolution, Recurrent and Normalisation.</p>
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<a href="https://colab.research.google.com/drive/1H6ObNswTd24ZwkXj3vHRxZcfXBKAsS3q?usp=sharing" class="blog_btn">Open in Google Colab</a>
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</div>
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</div>
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</div>
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</article>
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<article class="row blog_item">
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<div class="col-md-3">
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<div class="blog_info text-right">
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<div class="post_tag">
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<a class="active" href="#">Neural Architectures</a>
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</div>
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<ul class="blog_meta list">
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<li><a href="about.html">Ravanelli M.<i class="lnr lnr-user"></i></a></li>
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<li><a href="#">Feb. 2021<i class="lnr lnr-calendar-full"></i></a></li>
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<li><a href="#">Difficulty: easy<i class="lnr lnr-cog"></i></a></li>
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<li><a href="#">Time: 30min<i class="lnr lnr-hourglass"></i></a></li>
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</ul>
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</div>
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</div>
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<div class="col-md-9">
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<div class="blog_post">
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<div class="blog_details">
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<h2>Recurrent Neural Networks and SpeechBrain</h2>
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<p>Recurrent Neural Networks (RNNs) offer a natural way to process sequences.
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This tutorial demonstrates how to use the SpeechBrain implementations of RNNs including LSTMs, GRU, RNN and LiGRU a specific recurrent cell designed
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for speech-related tasks. RNNs are at the core of many sequence to sequence models.</p>
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<a href="https://colab.research.google.com/drive/1CTCzOP016D1c2SVg2jr9UHIz-xvcHgqP?usp=sharing" class="blog_btn">Open in Google Colab</a>
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</div>
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</div>
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</div>
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</article>
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<nav class="blog-pagination justify-content-center d-flex">
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<ul class="pagination">
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<li class="page-item">
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<a href="#" class="page-link" aria-label="Previous">
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<span aria-hidden="true">
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</span>
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</a>
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</li>
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<li class="page-item active"><a href="#" class="page-link">1</a></li>
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<a href="#" class="page-link" aria-label="Next">
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</span>
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</li>
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</ul>
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</nav>
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</div>
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</div>
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</div>
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</div>
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</section>
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<!--================Blog Area =================-->
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<!--================Footer Area =================-->
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<footer class="footer_area p_120">
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<div class="container">
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<div class="row footer_inner">
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<div class="col-lg-5 col-sm-6">
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<aside class="f_widget ab_widget">
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<div class="f_title">
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<h3>About Us</h3>
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</div>
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<p style="text-align:justify">SpeechBrain isn't a company or an association.
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It is an open-source toolkit and a community created by Dr. Mirco Ravanelli and co-created by Dr. Titouan Parcollet.
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We aim at making speech technologies more accessible for the community. </p>
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<p><!-- Link back to Colorlib can't be removed. Template is licensed under CC BY 3.0. -->
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Copyright &copy;<script>document.write(new Date().getFullYear());</script> All rights reserved</p>
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<div class="col-lg-5 col-sm-6">
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<aside class="f_widget news_widget">
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<div class="f_title">
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<h3>Opportunities</h3>
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</div>
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<p>Thanks to our sponsors, we often recruit talented candidates to continue expanding the functionalities of SpeechBrain.
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Feel free to contact us at: [email protected]</p>
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</aside>
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</div>
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<div class="col-lg-2">
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<aside class="f_widget social_widget">
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<div class="f_title">
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<h3>Follow Us</h3>
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</div>
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<p>Let us be social</p>
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<ul class="list">
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<li><a href="https://twitter.com/SpeechBrain1"><i class="fa fa-twitter"></i></a></li>
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