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<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1">
<link rel="stylesheet" href="old/theme.css" type="text/css">
<title>Full Stack Deep Learning</title>
<meta name="keywords" content="deep learning, machine learning, AI, artificial intelligence, data science, careers, jobs">
<meta name="description" content="Hands-on program for software developers familiar with the basics of deep learning seeking to expand their skills.">
<meta property="og:title" content="Full Stack Deep Learning">
<meta property="og:description" content="Hands-on program for software developers familiar with the basics of deep learning seeking to expand their skills.">
<meta property="og:type" content="website">
<meta property="og:url" content="https://fullstackdeeplearning.com">
<meta property="og:image" content="https://s3-us-west-2.amazonaws.com/fsdl-public-assets/positioning_v3.png">
<meta property="og:image:alt" content="Training the model is just one part of shipping a Deep Learning project. In this course, we teach the full stack of production Deep Learning.">
<meta name="twitter:card" content="summary">
<meta name="twitter:site" content="full_stack_dl">
<meta name="twitter:title" content="Full Stack Deep Learning">
<meta name="twitter:description" content="Hands-on program for software developers familiar with the basics of deep learning seeking to expand their skills.">
<meta name="twitter:image" content="https://s3-us-west-2.amazonaws.com/fsdl-public-assets/positioning_v3.png">
<meta name="twitter:image:alt" content="Training the model is just one part of shipping a Deep Learning project. In this course, we teach the full stack of production Deep Learning.">
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<div class="bg-light navbar-light">
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<a class="navbar-brand" href="/">
<img src="old/assets/logo.png" width="40" height="40"> Full Stack Deep Learning</a>
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<a class="nav-link" href="#">March 2019<span class="sr-only">(current)</span></a>
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<h1 class="text-center pt-2"><b>Spring 2019 Full Stack Deep Learning Bootcamp</b></h1>
<p class="lead text-center">Hands-on program for developers familiar with the basics of deep learning</p>
<div class="row">
<div class="col-md-12" style="">
<div class="row" style="">
<div class="col-lg-12 m-auto">
</div>
</div>
<div class="row py-2">
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<p class="siteText">
</p>
<p class="siteText">Training the model is just one part of shipping a Deep Learning project. In this course, we teach the full stack of production Deep Learning:</p>
<ul class="siteText">
<li>Formulating the <b>problem </b>and estimating project <b>cost</b></li>
<li>Finding, cleaning, labeling, and augmenting <b>data </b></li>
<li>Picking the right <b>framework </b> and compute <b>infrastructure</b></li>
<li><b>Troubleshooting </b>training and ensuring <b>reproducibility</b></li>
<li><b>Deploying </b>the model at scale</li>
</ul>
<p class="siteText"> Students will complete a project culminating in <b>deploying a computer vision and natural language processing system into production.</b> There is also an opportunity to test your knowledge and prepare for interviews with an <b> optional written exam.</b></p>
</div>
<div class="col-lg-6 align-items-center"><img class="d-block img-fluid mx-auto" src="old/assets/positioning_v3.png" style=""></div>
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<h2 class="w-100 my-0 py-1 pt-1 text-center"><b>Course Materials</b></h2>
</div>
<div class="row py-2">
<h3 class="w-100 my-0 py-1 pt-1"><b>Course Project: Build and Deploy an End-to-End Deep Learning System</b></h3>
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<img class="w-75" style="" src="old/assets/fsdl_lab_intro.jpg">
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<h5> More info on the course project coming soon! </h5>
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<h3 class="w-100 my-0 py-1 pt-1" contenteditable="true"><b>Lectures (Day 1)</b></h3>
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<h2 class="text-center">
<a href="old/assets/slides/fsdl_1_intro.pdf"> Slides </a>
</h2>
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<h5 class="mb-0">
<button class="btn btn-link collapsed" data-toggle="collapse" data-target="#collapseTwo" aria-expanded="false" aria-controls="collapseTwo"> Lecture 2: Machine Learning Projects </button>
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<h2 class="text-center">
<a href="old/assets/slides/fsdl_2_projects.pdf"> Slides </a>
</h2>
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</div>
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<div class="card-header" id="headingThree">
<h5 class="mb-0">
<button class="btn btn-link collapsed" data-toggle="collapse" data-target="#collapseThree" aria-expanded="false" aria-controls="collapseThree"> Lecture 3: Intro to the Text Recognizer Project</button>
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</div>
<h2 class="text-center">
<a href="old/assets/slides/fsdl_3_project_intro.pdf"> Slides </a>
</h2>
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<div class="card-header" id="headingFour">
<h5 class="mb-0">
<button class="btn btn-link collapsed" data-toggle="collapse" data-target="#collapseFour" aria-expanded="false" aria-controls="collapseFour"> Lecture 4: Infrastructure and Tooling </button>
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<h2 class="text-center">
<a href="old/assets/slides/fsdl_4_infra_tooling.pdf"> Slides </a>
</h2>
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<div class="card">
<div class="card-header" id="headingFive">
<h5 class="mb-0">
<button class="btn btn-link collapsed" data-toggle="collapse" data-target="#collapseFive" aria-expanded="false" aria-controls="collapseFive"> Lecture 5: Tooling and Experimentation Labs </button>
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<div class="card-header" id="headingSix">
<h5 class="mb-0">
<button class="btn btn-link collapsed" data-toggle="collapse" data-target="#collapseSix" aria-expanded="false" aria-controls="collapseSix"> Lecture 6: Data Management </button>
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<h2 class="text-center">
<a href="old/assets/slides/fsdl_6_data.pdf"> Slides </a>
</h2>
</div>
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<div class="card-header" id="headingSeven">
<h5 class="mb-0">
<button class="btn btn-link collapsed" data-toggle="collapse" data-target="#collapseSeven" aria-expanded="false" aria-controls="collapseSeven"> Lecture 7: ML Teams </button>
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</div>
<h2 class="text-center">
<a href="old/assets/slides/fsdl_7_teams.pdf"> Slides </a>
</h2>
</div>
</div>
</div>
<div class="card">
<div class="card-header" id="headingEight">
<h5 class="mb-0">
<button class="btn btn-link collapsed" data-toggle="collapse" data-target="#collapseEight" aria-expanded="false" aria-controls="collapseEight"> Lecture 8: Raquel Urtasun </button>
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<div class="card-body"> Coming Soon! </div>
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<h5 class="mb-0">
<button class="btn btn-link collapsed" data-toggle="collapse" data-target="#collapseNine" aria-expanded="false" aria-controls="collapseNine"> Lecture 9: Lukas Biewald </button>
</h5>
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<iframe class="embed-responsive-item" src="https://www.youtube.com/embed/25_kBogrzrs?rel=0" allowfullscreen=""></iframe>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
<h2 class="w-100 my-0 py-2 pt-4"><b>Lectures (Day 2)</b><br></h2>
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<div class="row text-left py-2">
<div class="col-md-12 py-0">
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<h5 class="mb-0">
<button class="btn btn-link collapsed" data-toggle="collapse" data-target="#collapse10" aria-expanded="false" aria-controls="collapse10"> Lecture 10: Troubleshooting </button>
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<div class="embed-responsive embed-responsive-16by9">
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</div>
<h2 class="text-center">
<a href="old/assets/slides/fsdl_10_troubleshooting.pdf"> Slides </a>
</h2>
</div>
</div>
</div>
<div class="card">
<div class="card-header" id="headingTwo">
<h5 class="mb-0">
<button class="btn btn-link collapsed" data-toggle="collapse" data-target="#collapse11" aria-expanded="false" aria-controls="collapse11"> Lecture 11: Labs 6-9 </button>
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<div class="card-header" id="heading12">
<h5 class="mb-0">
<button class="btn btn-link collapsed" data-toggle="collapse" data-target="#collapse12" aria-expanded="false" aria-controls="collapse12"> Lecture 12: Testing and Deployment</button>
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<h2 class="text-center">
<a href="old/assets/slides/fsdl_12_testing.pdf"> Slides </a>
</h2>
</div>
</div>
</div>
<div class="card">
<div class="card-header" id="heading13">
<h5 class="mb-0">
<button class="btn btn-link collapsed" data-toggle="collapse" data-target="#collapse13" aria-expanded="false" aria-controls="collapse13"> Lecture 13: Research Directions </button>
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<h2 class="text-center">
<a href="old/assets/slides/fsdl_13_research.pdf"> Slides </a>
</h2>
</div>
</div>
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<div class="card-header" id="heading14">
<h5 class="mb-0">
<button class="btn btn-link collapsed" data-toggle="collapse" data-target="#collapse14" aria-expanded="false" aria-controls="collapse14"> Lecture 14: Jeremy Howard</button>
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<h5 class="mb-0">
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<h2 class="w-100 my-0 py-1 pt-1"><b>Thanks to our sponsors!</b></h2>
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