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Notebooks Glossary | DigitalOcean Documentation
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href="/products/paperspace/notebooks/how-to/use-tensorboard/"> <span >Use TensorBoard</span> </a> </div> </div> </li></ul></li> <li data-nav-id="/products/paperspace/notebooks/reference/" class="dd-item alwaysopen"style="margin-bottom:1.5em"> <div class="menu-entry" > <div class="menu-item-link"> <a href="/products/paperspace/notebooks/reference/"> <span style="font-weight:bold">Reference</span> </a> </div> <div class="ia-chevron-down"><?xml version="1.0" encoding="UTF-8"?> <svg class="feather feather-chevron-right" width="24" height="24" fill="none" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="2" viewBox="0 0 24 24" xmlns="http://www.w3.org/2000/svg"><polyline points="9 18 15 12 9 6"/></svg> </div> </div> <ul> <li data-nav-id="/reference/paperspace/pspace/api-reference/" class="dd-item"> <div class="menu-entry" > <div class="menu-item-link"> <a href="/reference/paperspace/pspace/api-reference/"> <span >Paperspace API</span> </a> </div> </div> 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href="/products/paperspace/notebooks/details/storage-types/"> <span >Storage Types</span> </a> </div> </div> </li></ul></li> <li data-nav-id="/products/paperspace/notebooks/support/" class="dd-item alwaysopen"style="margin-bottom:1.5em"> <div class="menu-entry" > <div class="menu-item-link"> <a href="/products/paperspace/notebooks/support/"> <span style="font-weight:bold">Support</span> </a> </div> </div> </li></ul></li></ul> </div> </nav> <div id="body-wrap"> <section id="body"> <div id="overlay"></div> <div class="top-bar-placeholder"></div> <div class="body-content padding highlightable"> <div id="breadcrumbs-feedback-wrapper"> <div id="breadcrumbs" itemscope itemtype="https://schema.org/breadcrumb" class="hide-in-iframe"> <div class="list-tab-icon"><?xml version="1.0" encoding="UTF-8"?> <svg version="1.1" viewBox="0 0 29.9 24" xmlns="http://www.w3.org/2000/svg"><defs><style>.list-tab { fill: #707070; }</style></defs><path class="list-tab" d="M25.5,11H8.7c-.5,0-.9-.4-.9-1s.4-1,.9-1h16.8c.5,0,.9.4.9,1s-.4,1-.9,1Z"/><path class="list-tab" d="M25.5,15H8.7c-.5,0-.9-.4-.9-1s.4-1,.9-1h16.8c.5,0,.9.4.9,1s-.4,1-.9,1Z"/><path class="list-tab" d="M25.5,19H8.7c-.5,0-.9-.4-.9-1s.4-1,.9-1h16.8c.5,0,.9.4.9,1s-.4,1-.9,1Z"/><path class="list-tab" d="m4.5 11c-0.6 0-1-0.4-1-1s0.4-1 1-1 1 0.4 1 1-0.4 1-1 1z"/><path class="list-tab" d="m4.5 15c-0.6 0-1-0.4-1-1s0.4-1 1-1 1 0.4 1 1-0.4 1-1 1z"/><path class="list-tab" d="m4.5 19c-0.6 0-1-0.4-1-1s0.4-1 1-1 1 0.4 1 1-0.4 1-1 1z"/><path class="list-tab" d="M29.3,23.9H.6c-.3,0-.6-.3-.6-.6V.6C0,.2.2,0,.6,0h28.7c.3,0,.6.3.6.6v22.7c0,.3-.3.6-.6.6ZM2,21.2l26.1.2V1.2c.1,0-26,0-26,0v20Z"/><rect class="list-tab" x=".6" y=".6" width="28.7" height="6.3"/></svg> </div> <span class="links" itemscope itemtype="https://schema.org/BreadcrumbList"><span itemprop="itemListElement" itemscope itemtype="http://schema.org/ListItem"> <a itemprop="item" href="/products/paperspace/"> <span itemprop="name">Paperspace</span> </a> <meta itemprop="position" content="1" /> </span> <span class="bc-separator">></span><span itemprop="itemListElement" itemscope itemtype="http://schema.org/ListItem"> <a itemprop="item" href="/products/paperspace/notebooks/"> <span itemprop="name">Notebooks</span> </a> <meta itemprop="position" content="2" /> </span> <span class="bc-separator">></span><span itemprop="itemListElement" itemscope itemtype="http://schema.org/ListItem"> <a itemprop="item" href="/products/paperspace/notebooks/concepts/"> <span itemprop="name">Concepts</span> </a> <meta itemprop="position" content="3" /> </span> <span class="bc-separator">></span> <span itemprop="itemListElement" itemscope itemtype="http://schema.org/ListItem"> <span itemprop="name">Glossary</span> <meta itemprop="position" content="4" /> </span></span> </div> <div class="feedback hide-in-iframe hide-in-print"> <div class="feedback-inner"> <p class="feedback-title" id="feedback-message">Was this page helpful?</p> <div class="nero"> <div class="thumbs-up" onclick="logToLooker('Page Rating','2023-09-25 00:00:00 \u002b0000 UTC', 1);document.getElementById('feedback-message').innerHTML = 'Thank You!';"> <?xml version="1.0" encoding="UTF-8"?> <svg xmlns="http://www.w3.org/2000/svg" version="1.1" viewBox="0 0 24.1 25"> <defs> <style> .cls-thumbs-up { fill: #fff; } </style> </defs> <!-- Generator: Adobe Illustrator 28.6.0, SVG Export Plug-In . SVG Version: 1.2.0 Build 709) --> <g> <g id="Layer_1"> <g id="Layer_1-2" data-name="Layer_1"> <g id="Layer_1-2"> <path class="cls-thumbs-up" d="M14.7,8.9V4c0-2-1.6-3.7-3.7-3.7l-4.9,11v13.5h13.8c1.2,0,2.3-.9,2.5-2.1l1.7-11c.2-1.3-.7-2.6-2.1-2.8h-.4s-6.9,0-6.9,0ZM5.5,24.8h-3c-1.4,0-2.5-1.1-2.5-2.5v-8.6c0-1.4,1.1-2.5,2.5-2.5h2.9"/> </g> </g> </g> </g> </svg> </div> <div class="thumbs-down" onclick="logToLooker('Page Rating','2023-09-25 00:00:00 \u002b0000 UTC', 0);document.getElementById('feedback-message').innerHTML = 'Thank You!';"> <?xml version="1.0" encoding="UTF-8"?> <svg xmlns="http://www.w3.org/2000/svg" version="1.1" viewBox="0 0 24.1 25"> <defs> <style> .cls-thumbs-down { fill: #fff; } </style> </defs> <!-- Generator: Adobe Illustrator 28.6.0, SVG Export Plug-In . SVG Version: 1.2.0 Build 709) --> <g> <g id="Layer_1"> <path class="cls-thumbs-down" d="M9.4,16.2v4.9c0,2,1.6,3.7,3.7,3.7l4.9-11V.3H4.2c-1.2,0-2.3.9-2.5,2.1L0,13.4c-.2,1.3.7,2.6,2.1,2.8.1,0,.3,0,.4,0h6.9ZM18.7.3h3c1.4,0,2.5,1.1,2.5,2.5v8.6c0,1.4-1.1,2.5-2.5,2.5h-2.9"/> </g> </g> </svg> </div> </div> <a class="feedback-message" id="give-feedback" target="_BLANK" href="https://docs.digitalocean.com/feedback">Give Feedback</a></div> </div> </div> <div id="body-inner"> <h1> Notebooks Glossary </h1> <div class="article-meta article-meta--header"> Generated on 22 Nov 2024 </div> <div class="dynamic-view-wrap"> <p>Notebooks are a web-based Jupyter IDE with shared persistent storage for long-term development and inter-notebook collaboration, backed by accelerated compute.</p><hr> <p>This glossary defines the core concepts behind Paperspace Notebooks to help build your mental model of how notebooks work and understand what the documentation is referring to when it uses certain terminology.</p> <div class="card has-icon"> <img alt="" class="no-popup" src="/images/icons/default.svg"> <div class="card-content"> <div class="card-title" id="CI/CD"> <a class="card-primary-action" href="/glossary/ci-cd/" >CI/CD</a> </div> <div class="card-body"> <div class="card-description"> Continuous integration and continuous delivery/deployment (CI/CD) encompass several automated processes commonly performed in software development, such as building, testing, and deploying a software application. CI/CD reduces human intervention during the maintenance processes of software applications.</div></div> </div> </div> <div class="card has-icon"> <img alt="" class="no-popup" src="/images/icons/default.svg"> <div class="card-content"> <div class="card-title" id="Compute-Unified-Device-Architecture-(CUDA)"> <a class="card-primary-action" href="/glossary/cuda/" >Compute Unified Device Architecture (CUDA)</a> </div> <div class="card-body"> <div class="card-description"> Compute Unified Device Architecture (CUDA) is an API created by NVIDIA for parallel computing.</div></div> </div> </div> <div class="card has-icon"> <img alt="" class="no-popup" src="/images/icons/default.svg"> <div class="card-content"> <div class="card-title" id="Container"> <a class="card-primary-action" href="/glossary/container/" >Container</a> </div> <div class="card-body"> <div class="card-description"> A container is a single running instance of a service, worker, or static site resource that you have shipped on App Platform, and is in essence a live, runtime instance of an image (the artifact produced by the build process).</div></div> </div> </div> <div class="card has-icon"> <img alt="" class="no-popup" src="/images/icons/default.svg"> <div class="card-content"> <div class="card-title" id="CPU"> <a class="card-primary-action" href="/glossary/cpu/" >CPU</a> </div> <div class="card-body"> <div class="card-description"> A central processing unit, also called a processor or CPU, is an essential piece of computer hardware that executes the instructions from a computer program.</div></div> </div> </div> <div class="card has-icon"> <img alt="" class="no-popup" src="/images/icons/default.svg"> <div class="card-content"> <div class="card-title" id="cURL"> <a class="card-primary-action" href="/glossary/curl/" >cURL</a> </div> <div class="card-body"> <div class="card-description"> Client URL (cURL) serves as a command-line tool and library for sending requests to and receiving responses from servers through <a href="/glossary/network/">network</a> protocols. It is often used to troubleshoot or test responses from servers and APIs.</div></div> </div> </div> <div class="card has-icon"> <img alt="" class="no-popup" src="/images/icons/default.svg"> <div class="card-content"> <div class="card-title" id="Daemon"> <a class="card-primary-action" href="/glossary/daemons/" >Daemon</a> </div> <div class="card-body"> <div class="card-description"> Daemon is a program performs system administration such as <a href="/glossary/network/">network</a> communications, system monitoring, log management, and job scheduling in the background of Unix operation systems (OS).</div></div> </div> </div> <div class="card has-icon"> <img alt="" class="no-popup" src="/images/icons/default.svg"> <div class="card-content"> <div class="card-title" id="DDoS-Attack"> <a class="card-primary-action" href="/glossary/ddos-attack/" >DDoS Attack</a> </div> <div class="card-body"> <div class="card-description"> In a denial-of-service (DoS) attack, a threat actor renders information systems, devices, or other network resources inaccessible by overwhelming the target with malicious traffic. A distributed denial-of-service (DDoS) attack is a type of DoS attack where the overloading traffic originates from multiple attacking machines, amplifying the severity of the attack.</div></div> </div> </div> <div class="card has-icon"> <img alt="" class="no-popup" src="/images/icons/default.svg"> <div class="card-content"> <div class="card-title" id="Endpoint"> <a class="card-primary-action" href="/glossary/endpoint/" >Endpoint</a> </div> <div class="card-body"> <div class="card-description"> An endpoint is a specific URL or <a href="/glossary/network/">network</a> address that a client device or application uses to interact with a server or service. Most internet connected apps and websites communicate with endpoints to retrieve information, process user interactions, and perform other processes. For example, when you open a weather app on your phone, the weather app requests for the latest forecast information from a server endpoint.</div></div> </div> </div> <div class="card has-icon"> <img alt="" class="no-popup" src="/images/icons/default.svg"> <div class="card-content"> <div class="card-title" id="Environment-Variable"> <a class="card-primary-action" href="/glossary/environment-variable/" >Environment Variable</a> </div> <div class="card-body"> <div class="card-description"> An environment variable is a in-memory key/value pair that developers use to store configuration details about their app.</div></div> </div> </div> <div class="card has-icon"> <img alt="" class="no-popup" src="/images/icons/default.svg"> <div class="card-content"> <div class="card-title" id="Ephemeral-File"> <a class="card-primary-action" href="/glossary/ephemeral/" >Ephemeral File</a> </div> <div class="card-body"> <div class="card-description"> Ephemeral files are temporary files used for program execution and tasks.</div></div> </div> </div> <div class="card has-icon"> <img alt="" class="no-popup" src="/images/icons/default.svg"> <div class="card-content"> <div class="card-title" id="Epoch"> <a class="card-primary-action" href="/glossary/epoch/" >Epoch</a> </div> <div class="card-body"> <div class="card-description"> An epoch is a single iteration through a dataset when training a machine learning model.</div></div> </div> </div> <div class="card has-icon"> <img alt="" class="no-popup" src="/images/icons/default.svg"> <div class="card-content"> <div class="card-title" id="Gradient-Deployments"> <a class="card-primary-action" href="/glossary/gradient-deployments/" >Gradient Deployments</a> </div> <div class="card-body"> <div class="card-description"> Gradient deployment allows machine learning models as a model as a service where the model is placed in a special container where the model performs the same way every time it is used.</div></div> </div> </div> <div class="card has-icon"> <img alt="" class="no-popup" src="/images/icons/default.svg"> <div class="card-content"> <div class="card-title" id="Gradient-Model"> <a class="card-primary-action" href="/glossary/gradient-model/" >Gradient Model</a> </div> <div class="card-body"> <div class="card-description"> A Gradient model is a scalable trained machine learning or deep learning model.</div></div> </div> </div> <div class="card has-icon"> <img alt="" class="no-popup" src="/images/icons/default.svg"> <div class="card-content"> <div class="card-title" id="Gradient-Volume"> <a class="card-primary-action" href="/glossary/gradient-volume/" >Gradient Volume</a> </div> <div class="card-body"> <div class="card-description"> Gradient volume is a special storage for storing datasets, models, and project files. It allows users to keep track of data changes over time as well as saves backups of the data.</div></div> </div> </div> <div class="card has-icon"> <img alt="" class="no-popup" src="/images/icons/default.svg"> <div class="card-content"> <div class="card-title" id="Graphics-Processing-Unit-(GPU)"> <a class="card-primary-action" href="/glossary/gpu/" >Graphics Processing Unit (GPU)</a> </div> <div class="card-body"> <div class="card-description"> Graphics Processing Unit (GPU) is a specialized processor meant to accelerate graphics rendering or processing complex mathematical calculations such as during machine learning training.</div></div> </div> </div> <div class="card has-icon"> <img alt="" class="no-popup" src="/images/icons/default.svg"> <div class="card-content"> <div class="card-title" id="Handshake"> <a class="card-primary-action" href="/glossary/handshake/" >Handshake</a> </div> <div class="card-body"> <div class="card-description"> A handshake is the authentication process between two networked devices to ensure that both devices are who they claim to be.</div></div> </div> </div> <div class="card has-icon"> <img alt="" class="no-popup" src="/images/icons/default.svg"> <div class="card-content"> <div class="card-title" id="Health-Check"> <a class="card-primary-action" href="/glossary/health-check/" >Health Check</a> </div> <div class="card-body"> <div class="card-description"> A health check is a scheduled HTTP or TCP request that you can configure to run on a repeating basis to ensure that a service is healthy.</div></div> </div> </div> <div class="card has-icon"> <img alt="" class="no-popup" src="/images/icons/default.svg"> <div class="card-content"> <div class="card-title" id="Hypervisor"> <a class="card-primary-action" href="/glossary/hypervisor/" >Hypervisor</a> </div> <div class="card-body"> <div class="card-description"> A hypervisor is a virtual machine monitor (VMM) that allows multiple operating systems to run simultaneously on one host computer.</div></div> </div> </div> <div class="card has-icon"> <img alt="" class="no-popup" src="/images/icons/default.svg"> <div class="card-content"> <div class="card-title" id="Kernel"> <a class="card-primary-action" href="/glossary/kernel/" >Kernel</a> </div> <div class="card-body"> <div class="card-description"> A kernel is an intermediary component of an operating system that manages resources between the computer hardware and software.</div></div> </div> </div> <div class="card has-icon"> <img alt="" class="no-popup" src="/images/icons/default.svg"> <div class="card-content"> <div class="card-title" id="Key"> <a class="card-primary-action" href="/glossary/key/" >Key</a> </div> <div class="card-body"> <div class="card-description"> A key, or bucket key, is a unique data key for objects in a bucket.</div></div> </div> </div> <div class="card has-icon"> <img alt="" class="no-popup" src="/images/icons/default.svg"> <div class="card-content"> <div class="card-title" id="Machine-Types"> <a class="card-primary-action" href="/glossary/machine-types/" >Machine Types</a> </div> <div class="card-body"> <div class="card-description"> Machine type is the set of virtualized hardware resources used for a <a href="/glossary/vm/">virtual machine (VM)</a> instance.</div></div> </div> </div> <div class="card has-icon"> <img alt="" class="no-popup" src="/images/icons/default.svg"> <div class="card-content"> <div class="card-title" id="Network"> <a class="card-primary-action" href="/glossary/network/" >Network</a> </div> <div class="card-body"> <div class="card-description"> A network is a collection interconnected servers or computers that communicate and share resources amongst each other.</div></div> </div> </div> <div class="card has-icon"> <img alt="" class="no-popup" src="/images/icons/default.svg"> <div class="card-content"> <div class="card-title" id="Network-File-System-(NFS)"> <a class="card-primary-action" href="/glossary/nfs/" >Network File System (NFS)</a> </div> <div class="card-body"> <div class="card-description"> Network File System (NFS) is a distributed file system protocol that allows a user access to files within a computer over a <a href="/glossary/network/">network</a>.</div></div> </div> </div> <div class="card has-icon"> <img alt="" class="no-popup" src="/images/icons/default.svg"> <div class="card-content"> <div class="card-title" id="Notebook"> <a class="card-primary-action" href="/glossary/notebook/" >Notebook</a> </div> <div class="card-body"> <div class="card-description"> A notebook is a virtual environment where code is sequentially written and executed.</div></div> </div> </div> <div class="card has-icon"> <img alt="" class="no-popup" src="/images/icons/default.svg"> <div class="card-content"> <div class="card-title" id="Operating-System-Template"> <a class="card-primary-action" href="/glossary/template/" >Operating System Template</a> </div> <div class="card-body"> <div class="card-description"> An Operating System Template or Machine is a disk image of a pre-designed or pre-configured version of a machine.</div></div> </div> </div> <div class="card has-icon"> <img alt="" class="no-popup" src="/images/icons/default.svg"> <div class="card-content"> <div class="card-title" id="Persistent-Storage"> <a class="card-primary-action" href="/glossary/persistent-storage/" >Persistent Storage</a> </div> <div class="card-body"> <div class="card-description"> Persistent storage is a data storage within a device that retains the data even when the device is offline.</div></div> </div> </div> <div class="card has-icon"> <img alt="" class="no-popup" src="/images/icons/default.svg"> <div class="card-content"> <div class="card-title" id="Port"> <a class="card-primary-action" href="/glossary/port/" >Port</a> </div> <div class="card-body"> <div class="card-description"> A port is a communication endpoint of a <a href="/glossary/network/">network</a> connection. A port is identified using a port number for each transport protocol.</div></div> </div> </div> <div class="card has-icon"> <img alt="" class="no-popup" src="/images/icons/default.svg"> <div class="card-content"> <div class="card-title" id="RAM"> <a class="card-primary-action" href="/glossary/ram/" >RAM</a> </div> <div class="card-body"> <div class="card-description"> Random-Access Memory, or RAM, is a memory storage made to store and access memory on a short-term basis.</div></div> </div> </div> <div class="card has-icon"> <img alt="" class="no-popup" src="/images/icons/default.svg"> <div class="card-content"> <div class="card-title" id="Runtime-Environment"> <a class="card-primary-action" href="/glossary/runtime-environ/" >Runtime Environment</a> </div> <div class="card-body"> <div class="card-description"> A runtime environment is an execution environment for deploying and running applications. Runtime environments contain the necessary applications, dependencies, and operating system to run an application. For example, when you <a href="/products/app-platform/getting-started/quickstart/#create-an-app">create an app on App Platform</a>, App Platform inspects the code and app resources, and then selects the appropriate runtime environment, such as Node, to run the app in.</div></div> </div> </div> <div class="card has-icon"> <img alt="" class="no-popup" src="/images/icons/default.svg"> <div class="card-content"> <div class="card-title" id="S3-Compatible-Object-Storage"> <a class="card-primary-action" href="/glossary/s3/" >S3-Compatible Object Storage</a> </div> <div class="card-body"> <div class="card-description"> S3-Compatible Object Storage, or S3 is a storage solution that uses the S3 API.</div></div> </div> </div> <div class="card has-icon"> <img alt="" class="no-popup" src="/images/icons/default.svg"> <div class="card-content"> <div class="card-title" id="Software-Development-Kit-(SDK)"> <a class="card-primary-action" href="/glossary/sdk/" >Software Development Kit (SDK)</a> </div> <div class="card-body"> <div class="card-description"> Software Development Kit (SDK) is a set of software tools and programs designed for a specific service or system.</div></div> </div> </div> <div class="card has-icon"> <img alt="" class="no-popup" src="/images/icons/default.svg"> <div class="card-content"> <div class="card-title" id="SSH"> <a class="card-primary-action" href="/glossary/ssh/" >SSH</a> </div> <div class="card-body"> <div class="card-description"> SSH (Secure Shell Protocol) is a method to secure remote logins and communications from one computer to another which provides strong authentication and protects communication through strong encryption.</div></div> </div> </div> <div class="card has-icon"> <img alt="" class="no-popup" src="/images/icons/default.svg"> <div class="card-content"> <div class="card-title" id="SSL-Certificate"> <a class="card-primary-action" href="/glossary/ssl-certificate/" >SSL Certificate</a> </div> <div class="card-body"> <div class="card-description"> SSL certificate is a digital document outlining the identity of the website.</div></div> </div> </div> <div class="card has-icon"> <img alt="" class="no-popup" src="/images/icons/default.svg"> <div class="card-content"> <div class="card-title" id="Symmetric-Ciphers"> <a class="card-primary-action" href="/glossary/symmetric-ciphers/" >Symmetric Ciphers</a> </div> <div class="card-body"> <div class="card-description"> Symmetric ciphers use the same <a href="/glossary/key/">key</a> for encrypting and decrypting data.</div></div> </div> </div> <div class="card has-icon"> <img alt="" class="no-popup" src="/images/icons/default.svg"> <div class="card-content"> <div class="card-title" id="TLS"> <a class="card-primary-action" href="/glossary/tls/" >TLS</a> </div> <div class="card-body"> <div class="card-description"> Transport Layer Security (TLS) is a security protocol focused on privacy and data security for communication across the internet.</div></div> </div> </div> <div class="card has-icon"> <img alt="" class="no-popup" src="/images/icons/default.svg"> <div class="card-content"> <div class="card-title" id="Two-Factor-Authentication-(2FA)"> <a class="card-primary-action" href="/glossary/two-factor-authentication/" >Two-Factor Authentication (2FA)</a> </div> <div class="card-body"> <div class="card-description"> Two-factor authentication (2FA) is form of authentication that requires two forms of verification before authorizing access to a user. 2FA increases security because the resource is inaccessible even if one factor, like a password, gets compromised.</div></div> </div> </div> <div class="card has-icon"> <img alt="" class="no-popup" src="/images/icons/default.svg"> <div class="card-content"> <div class="card-title" id="vCPU"> <a class="card-primary-action" href="/glossary/vcpu/" >vCPU</a> </div> <div class="card-body"> <div class="card-description"> A virtual central processing unit, virtual processor, or vCPU is a physical <a href="/glossary/cpu/">CPU</a> assigned to a <a href="/glossary/vm/">virtual machine (VM)</a>.</div></div> </div> </div> <div class="card has-icon"> <img alt="" class="no-popup" src="/images/icons/default.svg"> <div class="card-content"> <div class="card-title" id="Virtual-Machine"> <a class="card-primary-action" href="/glossary/vm/" >Virtual Machine</a> </div> <div class="card-body"> <div class="card-description"> A virtual machine, or VM, is a self-contained virtualization of an operating system.</div></div> </div> </div> <div class="card has-icon"> <img alt="" class="no-popup" src="/images/icons/default.svg"> <div class="card-content"> <div class="card-title" id="Virtual-Private-Network-(VPN)"> <a class="card-primary-action" href="/glossary/vpn/" >Virtual Private Network (VPN)</a> </div> <div class="card-body"> <div class="card-description"> Virtual Private Networks (VPN) are used create a private and secure connection to the public Internet.</div></div> </div> </div> <div class="card has-icon"> <img alt="" class="no-popup" src="/images/icons/default.svg"> <div class="card-content"> <div class="card-title" id="Workflow"> <a class="card-primary-action" href="/glossary/workflow/" >Workflow</a> </div> <div class="card-body"> <div class="card-description"> In machine learning, a workflow is a set of processes working towards a certain objective.</div></div> </div> </div> </div> </div> </div> </section> </div> <svg alt="" xmlns="http://www.w3.org/2000/svg"><symbol id="_sprite-alert-error" fill="none" viewBox="0 0 32 32"><path fill="#CA0C0C" d="M15.54 5.526a2 2 0 011.92 0l8.5 4.655A2 2 0 0127 11.935v9.13a2 2 0 01-1.04 1.754l-8.5 4.655a2 2 0 01-1.92 0l-8.5-4.655A2 2 0 016 21.065v-9.13a2 2 0 011.04-1.754l8.5-4.655z"/><path fill="#fff" fill-rule="evenodd" d="M15 10.8a.8.8 0 01.8-.8h1.4a.8.8 0 01.8.8v6.4a.8.8 0 01-.8.8h-1.4a.8.8 0 01-.8-.8v-6.4zm0 10.7a1.5 1.5 0 113 0 1.5 1.5 0 01-3 0z" clip-rule="evenodd"/></symbol><symbol id="_sprite-alert-info" fill="none" 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