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StudentDataAnalysis _ Kaggle.html
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StudentDataAnalysis _ Kaggle.html
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<!DOCTYPE html>
<!-- saved from url=(0069)https://www.kaggle.com/code/kushagrathisside/studentdataanalysis/edit -->
<html lang="en"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8"><meta name="viewport" content="width=device-width,initial-scale=1"><link href="./StudentDataAnalysis _ Kaggle_files/icon" rel="stylesheet"><style>@import url('https://fonts.googleapis.com/css?family=Inter:400,400i,500,500i,600,600i,700,700i');
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class="mdc-ripple-upgraded sc-dVCGSn iNIqBg mdc-list-item"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg sc-hsiEis iqFZVB" sizevalue="24px">code</i><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB">New Notebook</p></div></li><li tabindex="0" role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn iNIqBg mdc-list-item"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg sc-hsiEis iqFZVB" sizevalue="24px">table_chart</i><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB">New Dataset</p></div></li><li tabindex="0" role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn iNIqBg mdc-list-item"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg sc-hsiEis 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class="sc-caslwl eMxeyR"><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB" style="margin-left: 40px;">Upload data</p></div></li><li role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn kREpYt mdc-list-item" tabindex="0"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg sc-hsiEis iqFZVB" sizevalue="24px">tenancy</i><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB">Add model</p></div></li><div class="sc-cotMmU fyBirg"></div><div class="mdc-menu-surface--anchor"><li tabindex="0" role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn kREpYt mdc-list-item"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg sc-hsiEis iqFZVB" sizevalue="24px">create</i><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB">Language</p></div><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg" sizevalue="24px">arrow_right</i></li><div></div></div><div class="mdc-menu-surface--anchor"><li tabindex="0" role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn kREpYt mdc-list-item"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg sc-hsiEis iqFZVB" sizevalue="24px">code</i><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB">Editor Type</p></div><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg" sizevalue="24px">arrow_right</i></li><div></div></div><li tabindex="0" role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn kREpYt mdc-list-item"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg sc-hsiEis iqFZVB" sizevalue="24px">people</i><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB">Share</p></div></li><div class="sc-cotMmU fyBirg"></div><li tabindex="0" role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn kREpYt mdc-list-item"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB" style="margin-left: 40px;">Link to GitHub</p></div></li><div class="sc-cotMmU fyBirg"></div><li role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn kREpYt mdc-list-item" tabindex="0"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg sc-hsiEis iqFZVB" sizevalue="24px">update</i><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB">Save Version</p></div></li><li role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn kREpYt mdc-list-item" tabindex="0"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB" style="margin-left: 40px;">Version history</p></div></li></div></div></div><div class="sc-hDXZEW ZSjPc sc-hmEbca izuVcT mdc-menu-surface mdc-menu-surface--is-open-below" style="transform-origin: center top; left: 107.734px; top: 62px; max-height: 506px;"><div role="document"><div class="sc-evFSHL gyzRRi"><li role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn kREpYt mdc-list-item" tabindex="0"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg sc-hsiEis iqFZVB" sizevalue="24px">arrow_upward</i><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB">Move cell up</p></div></li><li role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn kREpYt mdc-list-item" tabindex="0"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg sc-hsiEis iqFZVB" sizevalue="24px">arrow_downward</i><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB">Move cell down</p></div></li><div class="sc-cotMmU fyBirg"></div><li role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn kREpYt mdc-list-item" tabindex="0"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg sc-hsiEis iqFZVB" sizevalue="24px">delete</i><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB">Delete cell</p></div></li></div></div></div><div class="sc-hDXZEW ZSjPc sc-hmEbca izuVcT mdc-menu-surface mdc-menu-surface--is-open-below" style="transform-origin: center top; left: 147.578px; top: 62px; max-height: 506px;"><div role="document"><div class="sc-evFSHL gyzRRi"><li tabindex="0" role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn kREpYt mdc-list-item"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg sc-hsiEis iqFZVB" sizevalue="24px">format_list_numbered</i><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB">Toggle line numbers</p></div></li><li tabindex="0" role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn kREpYt mdc-list-item"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB" style="margin-left: 40px;">Toggle output scrolling</p></div></li><li tabindex="0" role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn kREpYt mdc-list-item"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg sc-hsiEis iqFZVB" sizevalue="24px">wrap_text</i><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB">Toggle word wrap</p></div></li><li tabindex="0" role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn kREpYt mdc-list-item"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB" style="margin-left: 40px;">Toggle corgi mode</p></div></li><li tabindex="0" role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn kREpYt mdc-list-item"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB" style="margin-left: 40px;">Toggle kitty mode</p></div></li><div class="mdc-menu-surface--anchor"><li tabindex="0" role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn kREpYt mdc-list-item"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB" style="margin-left: 40px;">Editor Theme</p></div><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg" sizevalue="24px">arrow_right</i></li><div></div></div><div class="mdc-menu-surface--anchor"><li tabindex="0" role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn kREpYt mdc-list-item"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg sc-hsiEis iqFZVB" sizevalue="24px">visibility_off</i><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB">Hide cell from viewers</p></div><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg" sizevalue="24px">arrow_right</i></li><div></div></div><div class="sc-cotMmU fyBirg"></div><li tabindex="0" role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn kREpYt mdc-list-item"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg sc-hsiEis iqFZVB" sizevalue="24px">collapse_all</i><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB">Collapse all code cells</p></div></li><li tabindex="0" role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn kREpYt mdc-list-item"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg sc-hsiEis iqFZVB" sizevalue="24px">expand_all</i><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB">Expand all code cells</p></div></li></div></div></div><div class="sc-hDXZEW ZSjPc sc-hmEbca izuVcT mdc-menu-surface mdc-menu-surface--is-open-below" style="transform-origin: left top; left: 193.281px; top: 62px; max-height: 506px; min-width: 320px;"><div role="document"><div class="sc-evFSHL gOawiO"><li role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn kREpYt mdc-list-item" tabindex="0"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg sc-hsiEis iqFZVB" sizevalue="24px">play_arrow</i><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB">Run current cell</p></div><p class="sc-kgKVFY sc-fLQRDB bQBRCd fVBrXB" style="margin-left: 24px;">Ctrl+Enter</p></li><li tabindex="0" role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn kREpYt mdc-list-item" style="--mdc-ripple-fg-size:192px; --mdc-ripple-fg-scale:1.72706; --mdc-ripple-fg-translate-start:-32.2813px, -75px; --mdc-ripple-fg-translate-end:64px, -80px;"><div class="mdc-list-item__ripple mdc-ripple-upgraded" style="--mdc-ripple-fg-size:192px; --mdc-ripple-fg-scale:1.72706; --mdc-ripple-fg-translate-start:-32.2813px, -75px; --mdc-ripple-fg-translate-end:64px, -80px;"></div><div class="sc-caslwl eMxeyR"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg sc-hsiEis iqFZVB" sizevalue="24px">fast_forward</i><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB">Run all</p></div><p class="sc-kgKVFY sc-fLQRDB bQBRCd fVBrXB" style="margin-left: 24px;">Ctrl+Shift+Alt+Enter</p></li><li role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn kREpYt mdc-list-item" tabindex="0"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB" style="margin-left: 40px;">Run before</p></div></li><li role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn kREpYt mdc-list-item" tabindex="0"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB" style="margin-left: 40px;">Run selected</p></div><p class="sc-kgKVFY sc-fLQRDB bQBRCd fVBrXB" style="margin-left: 24px;">Ctrl+Shift+Enter</p></li><li role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn kREpYt mdc-list-item" tabindex="0"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB" style="margin-left: 40px;">Run after</p></div></li><div class="sc-cotMmU fyBirg"></div><li role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn kREpYt mdc-list-item" tabindex="0"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg sc-hsiEis iqFZVB" sizevalue="24px">loop</i><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB">Factory reset</p></div></li><li role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn kREpYt mdc-list-item" tabindex="0"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg sc-hsiEis iqFZVB" sizevalue="24px">settings_backup_restore</i><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB">Restart & clear cell outputs</p></div></li><li role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn kREpYt mdc-list-item" tabindex="0"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg sc-hsiEis iqFZVB" sizevalue="24px">power_settings_new</i><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB">Stop session</p></div></li><div class="sc-cotMmU fyBirg"></div><li tabindex="0" role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn kREpYt mdc-list-item"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg sc-hsiEis iqFZVB" sizevalue="24px">date_range</i><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB">Schedule a notebook run</p></div></li></div></div></div><div class="sc-hDXZEW ZSjPc sc-hmEbca izuVcT mdc-menu-surface mdc-menu-surface--is-open-below" style="transform-origin: center top; left: 299.953px; top: 62px; max-height: 506px;"><div role="document"><div class="sc-evFSHL gyzRRi"><li tabindex="0" role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn kREpYt mdc-list-item"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg sc-hsiEis iqFZVB" sizevalue="24px">book</i><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB">Docs</p></div></li><li tabindex="0" role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn kREpYt mdc-list-item"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg sc-hsiEis iqFZVB" sizevalue="24px">code</i><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB">API</p></div></li><li tabindex="0" role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn kREpYt mdc-list-item"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg sc-hsiEis iqFZVB" sizevalue="24px">feedback</i><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB">Feedback</p></div></li><li tabindex="0" role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn kREpYt mdc-list-item"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg sc-hsiEis iqFZVB" sizevalue="24px">info</i><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB">About</p></div></li></div></div></div><div class="mdc-menu sc-eIrltS hcFKeE mdc-menu-surface" aria-hidden="true"><ul role="menu" class="mdc-list mdc-menu__items mdc-list"><li tabindex="0" role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn iNIqBg mdc-list-item"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB">Code</p></div></li><li tabindex="0" role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn iNIqBg mdc-list-item"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB">Markdown</p></div></li></ul></div><div class="mdc-menu sc-eIrltS hcFKeE sc-gfQaBd ixyCyh mdc-menu-surface mdc-menu-surface--fixed mdc-menu-surface--is-open-below" aria-hidden="true" style="transform-origin: center top; left: 938px; top: 109px; max-height: 459px;"><ul role="menu" class="mdc-list mdc-menu__items mdc-list"><li tabindex="0" role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn iNIqBg mdc-list-item"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg sc-hsiEis iqFZVB" sizevalue="24px">power_settings_new</i><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB"><p class="sc-kgKVFY sc-fLQRDB tRiAG fVBrXB">Stop session</p></p></div></li><li role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn iNIqBg mdc-list-item" tabindex="0"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg sc-hsiEis iqFZVB" sizevalue="24px">loop</i><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB"><p class="sc-kgKVFY sc-fLQRDB tRiAG fVBrXB">Factory reset</p></p></div></li><li tabindex="0" role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn iNIqBg mdc-list-item"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg sc-hsiEis iqFZVB" sizevalue="24px">settings_backup_restore</i><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB"><p class="sc-kgKVFY sc-fLQRDB tRiAG fVBrXB">Restart & Clear Cell Outputs</p></p></div></li><li tabindex="0" role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn iNIqBg mdc-list-item"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg sc-hsiEis iqFZVB" sizevalue="24px">info</i><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB"><p class="sc-kgKVFY sc-fLQRDB tRiAG fVBrXB">View Session Metrics</p></p></div></li><li tabindex="0" role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn iNIqBg mdc-list-item"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg sc-hsiEis iqFZVB" sizevalue="24px">open_in_new</i><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB"><p class="sc-kgKVFY sc-fLQRDB tRiAG fVBrXB">Upgrade to Google Cloud AI Notebooks</p></p></div></li><li tabindex="0" role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn iNIqBg mdc-list-item"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg sc-hsiEis iqFZVB" sizevalue="24px">memory</i><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB"><div style="display: flex;"><span>Accelerator</span></div></p></div></li></ul></div><div class="sc-hDXZEW ZSjPc mdc-menu-surface" style="transform-origin: center top; left: 403.797px; top: 409px; max-height: 159px;"><div role="document"><div class="sc-kMRnrB jaSdGn"><li role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn kREpYt mdc-list-item" tabindex="0"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg sc-hsiEis iqFZVB" sizevalue="24px">check</i><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB" style="">Python</p></div></li><li role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn kREpYt mdc-list-item" tabindex="0"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB" style="margin-left: 40px;">R</p></div></li></div></div></div><div class="sc-hDXZEW ZSjPc mdc-menu-surface" style="transform-origin: center top; left: 403.797px; top: 441px; max-height: 127px;"><div role="document"><div class="sc-kMRnrB jaSdGn"><li role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn kREpYt mdc-list-item" tabindex="0"><div class="mdc-list-item__ripple 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oFCKq"><button class="sc-cwVcKo cyxiWT sc-btBrRg gucHdQ" tabindex="0" role="button"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa grzdg" color="#FFFFFF" sizevalue="18px">update</i><span class="sc-kMrHXl sc-ilEZps ctixqk jVnXBE">Save Version</span></button></div><div class="sc-bVGufq oFCKq"><button class="sc-cwVcKo bvlgTK sc-fOdVqf ijEPmk" tabindex="0" role="button"><span class="sc-kMrHXl sc-ilEZps ctixqk jVnXBE">0</span></button></div></div></div></div></div><div class="sc-kgnigr kfvKNC"><div class="sc-dMsCTn hLFpiH"><div class="sc-ljqLhu gRroLh"><button class="sc-gMPfHu sc-guEgKg uLFqA dsgvwj" title="Add cell"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg" sizevalue="24px">add</i></button><button class="sc-gMPfHu sc-guEgKg uLFqA dsgvwj" title="Delete cell"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg" sizevalue="24px">delete</i></button><div class="sc-dvmKnY zWRqp"></div><button class="sc-gMPfHu sc-guEgKg uLFqA dsgvwj" title="Cut cell"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg" sizevalue="24px">content_cut</i></button><button class="sc-gMPfHu sc-guEgKg uLFqA dsgvwj" title="Copy cell"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg" sizevalue="24px">content_copy</i></button><button class="sc-gMPfHu sc-guEgKg uLFqA dsgvwj" title="Paste cell"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg" sizevalue="24px">content_paste</i></button><div class="sc-dvmKnY zWRqp"></div><button class="sc-gMPfHu sc-guEgKg uLFqA dsgvwj" title="Run current cell"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg" sizevalue="24px">play_arrow</i></button><button class="sc-gMPfHu sc-guEgKg uLFqA dsgvwj labeled" title="Run all"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg" sizevalue="24px">fast_forward</i><div class="sc-dDFYpR dsSpTb">Run All</div></button><div class="sc-dvmKnY zWRqp"></div><div class="mdc-menu-surface--anchor"><div></div><button class="sc-cwVcKo kKqehi" tabindex="0" role="button"><span class="sc-kMrHXl sc-ilEZps ctixqk jVnXBE">Code</span><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhyTr" color="#202124" sizevalue="18px">arrow_drop_down</i></button></div></div><div class="sc-brCpQf hEXNQC"></div><div class="sc-czkMWt fftroS"><div class="sc-hnKlyN gcMHyh"><button class="sc-gMPfHu sc-iASbvH uLFqA nDQiH"><div class="sc-gUeQYQ etkMWL"><div class="sc-gIToyD WLWMf"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa bmUKTC" color="#1E8E3E" sizevalue="1.125em" title="Running" aria-label="Running" verticalalign="-0.125em">circle</i><div class="sc-fMwtSC gVKkPS">Draft Session</div></div><div class="sc-hQBLER cTMwSk">(51m)</div></div><div title="Disk Space Usage" class="sc-bGqvZi euJMqO"><div class="sc-cCNqFj JbNHC">HDD</div><div class="sc-tiGco eChbLC"><div value="61440" max="20957446144" class="sc-bpFAIp kuZvVn"></div></div></div><div class="sc-eIuAkS gRygcu"></div><div title="CPU Usage" class="sc-bGqvZi euJMqO"><div class="sc-cCNqFj JbNHC">CPU</div><div class="sc-tiGco eChbLC"><div value="0" max="100" class="sc-bpFAIp dfBvQs"></div></div></div><div class="sc-eIuAkS gRygcu"></div><div title="RAM Usage" class="sc-bGqvZi euJMqO"><div class="sc-cCNqFj JbNHC">RAM</div><div class="sc-tiGco eChbLC"><div value="910061568" max="32212254720" class="sc-bpFAIp fyJAwn"></div></div></div></button><div class="mdc-menu-surface--anchor"><button aria-label="More" title="More" class="sc-dmqHEX kPWLLd undefined google-material-icons">more_vert</button><div></div></div></div></div></div></div><div class="sc-izuAIa dUEAkC"><div class="sc-gKYCAw cSoYsZ"><div mode="column" class="sc-btijOp jikCpE"><div class="sc-kndUNU bzlnla"><div class="sc-eyMvgT PZgLO"><div class="sc-jiwKzQ kWKTqj"><div class="sc-kRvvDI eGjOWf"></div><div id="frame-container-element" tabindex="0" class="sc-jxnoCp ckAiHX" data-testid="notebook-editor-jl-frame-render-tid" title="Notebook editor cells" style="display: flex;"><iframe name="" class="" src="./StudentDataAnalysis _ Kaggle_files/jupyterlab-index-abebecd856020ea32916.html"></iframe></div></div><div class="sc-zRDVy dVqBSE sc-jQCNTa FkiSp"><div class="sc-iwUaVq jrpiyK"><div aria-valuemin="0" aria-valuemax="1" class="rmwc-circular-progress rmwc-circular-progress--size-xlarge rmwc-circular-progress--indeterminate rmwc-circular-progress--thickerstroke"><svg class="rmwc-circular-progress__circle" viewBox="0 0 48 48"><circle class="rmwc-circular-progress__path" cx="24" cy="24" r="20"></circle></svg></div></div><div class="sc-gWAFUw jaxHlC"><h6 class="sc-blLsxD sc-ieZDjg sc-bEKnip dIAfvR ilrtAw fAcpaS">Creating Save & Run All Version</h6><span class="sc-gXSCqU sc-cCYyox sc-NrEwa hXIyaz exhjNP gTMUcG"></span></div><div class="sc-gKWViP cYqoLq"></div><div class="sc-kCtSUc VFLIY"><button aria-label="close" class="sc-dmqHEX hMbcVl sc-fkDAhV jHytxL google-material-icons">close</button><button class="sc-cwVcKo dxRneX" tabindex="0" role="button"><span class="sc-kMrHXl sc-ilEZps ctixqk jVnXBE">Stop</span></button></div></div></div></div></div></div></div><div class="sc-iKzsEx eyiqjI"><div class="sc-ilNJZO bAxXNM"><div class="sc-frkvxF ijmrCZ"><button aria-label="terminal" id="frame-container-next-focus-element" class="sc-dmqHEX kPWLLd undefined google-material-icons">terminal</button></div></div></div><div class="sc-hClrpW biJdMy"><div class="sc-kUEDPa kzScpe"><div class="sc-foxrOO drIlUs" style="position: relative; flex-basis: 370px; display: flex; flex-direction: row; max-height: 100%; height: 100%;"><div direction="horizontal" class="sc-jecWXh cECcYh"><div role="separator" aria-orientation="horizontal"></div></div><div style="width: 370px;"><div id="editor-sidebar-scroll-container" class="sc-hYjTjb iUJoGY"><div class="sc-iPOUvw kNSFVz"><h5 class="sc-fmSAUk sc-fGFwAa sc-kmZdzo bhuzvb igIvFK kMafXg">Notebook</h5></div><div class="sc-cRZddA biKUSy"><div class="sc-jMAIzZ dpHFJI"><div class="sc-dQelHR gorqWn"><div class="sc-hLseeU sc-dKfzgJ ieeSPC gQTdvw">Data</div></div><button aria-label="Collapse Data" title="Collapse Data" class="sc-dmqHEX hMbcVl undefined google-material-icons" style="flex-shrink: 0;">keyboard_arrow_up</button></div><div><div class="sc-cTZrgE kkQedt"><div class="sc-ZoMxk jgmorl"><div class="sc-gWUdjZ cfxiiT"><button class="sc-cwVcKo hevluh" tabindex="0" role="button"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhyTr" color="#202124" sizevalue="18px">add</i><span class="sc-kMrHXl sc-ilEZps ctixqk jVnXBE">Add Data</span></button><button aria-label="Upload data" title="Upload data" class="sc-dmqHEX kPWLLd undefined google-material-icons" style="margin-left: 8px;">file_upload</button></div><div class="sc-dmPQbd jhPKgr sc-kRAmSo iabMfV"><div class="sc-gkcrCW sc-hsVNUx itdGQq iMTgEW">Input</div><ul class="sc-jNMaXF dpJcNT"><li class="sc-cLxSFf enlxfp"><div role="button" class="sc-dZKGDA sc-djnptP cTxmOb gxmSZv"><div class="sc-gCfdHy jNBhWO"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhyTr" sizevalue="18px">arrow_right</i></div><div class="sc-hyBYnz dsDrqH"><img src="./StudentDataAnalysis _ Kaggle_files/dataset-thumbnail.png" class="sc-pTqjN iQoFAf"></div><div class="sc-haKnfc hktaSE"><div><p class="sc-kgKVFY sc-fLQRDB sc-haTbPV ioPDdq fVBrXB cOgBti">higher-education-predictors-of-student-retention</p></div></div><div class="sc-iBdIfW kXIuem"><div class="sc-jmgvOG dwafr"><div class="sc-dUqdcz evVlTX"><div role="button" class="sc-hLNaNM iPPPxw"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhyTr" sizevalue="18px">content_copy</i></div><div role="button" class="sc-hLNaNM iPPPxw"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhyTr" sizevalue="18px">more_vert</i></div></div><div class="mdc-menu-surface--anchor"><div class="mdc-menu sc-eIrltS kpCywU mdc-menu-surface mdc-menu-surface--is-open-below" aria-hidden="true" style="transform-origin: left top; left: 0px; top: 0px; max-height: 277px;"><ul role="menu" class="mdc-list mdc-menu__items mdc-list"><li tabindex="0" role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn iNIqBg mdc-list-item"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg sc-hsiEis iqFZVB" sizevalue="24px">open_in_new</i><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB">Open in new tab</p></div></li><li tabindex="0" role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn iNIqBg mdc-list-item"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg sc-hsiEis iqFZVB" sizevalue="24px">cached</i><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB">Check for updates</p></div></li><li tabindex="0" role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn iNIqBg mdc-list-item"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg sc-hsiEis iqFZVB" sizevalue="24px">delete</i><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB">Remove</p></div></li><li tabindex="0" role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn iNIqBg mdc-list-item"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg sc-hsiEis iqFZVB" sizevalue="24px">update</i><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB">Pin to version</p></div></li></ul></div></div></div></div></div></li></ul></div><div class="sc-dmPQbd jhPKgr sc-kRAmSo foyERm"><div class="sc-gkcrCW sc-hsVNUx itdGQq iMTgEW">Output (60KB / 19.5GB)</div><ul class="sc-jNMaXF dpJcNT"><li class="sc-cLxSFf enlxfp"><div role="button" class="sc-dZKGDA sc-djnptP cTxmOb gxmSZv"><div class="sc-gCfdHy jNBhWO"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhyTr" sizevalue="18px">arrow_right</i></div><div class="sc-hyBYnz dsDrqH"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhyTr" sizevalue="18px">folder</i></div><div class="sc-haKnfc hktaSE"><div><p class="sc-kgKVFY sc-fLQRDB sc-haTbPV ioPDdq fVBrXB cOgBti">/kaggle/working</p></div></div><div class="sc-iBdIfW kXIuem"><div class="sc-jmgvOG dwafr"><div class="sc-dUqdcz evVlTX"><div role="button" class="sc-hLNaNM iPPPxw"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhyTr" sizevalue="18px">content_copy</i></div></div><div role="button" class="sc-hLNaNM iPPPxw"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhyTr" sizevalue="18px">sync</i></div></div></div></div></li></ul></div></div></div></div></div><div class="sc-cRZddA biKUSy"><div class="sc-jMAIzZ dpHFJI"><div class="sc-dQelHR gorqWn"><div class="sc-hLseeU sc-dKfzgJ ieeSPC gQTdvw">Models</div></div><button aria-label="Collapse Models" title="Collapse Models" class="sc-dmqHEX hMbcVl undefined google-material-icons" style="flex-shrink: 0;">keyboard_arrow_up</button></div><div><div class="sc-cTZrgE kkQedt"><div class="sc-dBMwvx dfaVxk"><button class="sc-cwVcKo hevluh" tabindex="0" role="button"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhyTr" color="#202124" sizevalue="18px">add</i><span class="sc-kMrHXl sc-ilEZps ctixqk jVnXBE">Add Models</span></button><div class="sc-hxaYUE cQRPju"><img alt="" width="170" height="170" src="./StudentDataAnalysis _ Kaggle_files/Models_Empty_State.png" srcset="/static/images/kernel/edit/Models_Empty_State.png, /static/images/kernel/edit/Models_Empty_State@2x.png 2x"><h2 class="sc-blLsxD sc-ieZDjg sc-cfkGix dIAfvR ilrtAw cOdpzB">No models added</h2><p class="sc-kgKVFY sc-fLQRDB sc-kSACSG bQBRCd fVBrXB hHWsWP">Add a Kaggle model</p></div></div></div></div></div><div class="sc-cRZddA biKUSy"><div class="sc-jMAIzZ dpHFJI"><div class="sc-dQelHR gorqWn"><div class="sc-hLseeU sc-dKfzgJ ieeSPC gQTdvw">Notebook options</div></div><button aria-label="Collapse Notebook options" title="Collapse Notebook options" class="sc-dmqHEX hMbcVl undefined google-material-icons" style="flex-shrink: 0;">keyboard_arrow_up</button></div><div><div class="sc-cTZrgE kkQedt"><div class="sc-jNcmAK kFdVKh"><div class="sc-gQHBUL heyBNe"><div class="sc-ighzGM bXehNJ"><div class="sc-jcEumN jQRtxA mdc-text-field mdc-text-field--upgraded mdc-text-field--outlined"><div class="sc-cUwiMJ hIsQwH mdc-menu-surface--anchor"><div class="mdc-menu sc-eIrltS kpCywU mdc-menu-surface mdc-menu-surface--is-open-below" aria-hidden="true" style="z-index: 1002; transform-origin: center top; left: 0px; top: 56px; max-height: 81px;"><ul role="menu" class="mdc-list mdc-menu__items mdc-list"><li tabindex="0" role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn iNIqBg mdc-list-item mdc-list-item--selected"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB">None</p></div></li><li tabindex="0" role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn iNIqBg mdc-list-item"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB">GPU T4 x2</p></div></li><li tabindex="0" role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn iNIqBg mdc-list-item"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB">GPU P100</p></div></li><li tabindex="0" role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn iNIqBg mdc-list-item"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB">TPU v3-8</p></div></li><li tabindex="0" role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn iNIqBg mdc-list-item"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB">TPU VM v3-8</p></div></li></ul></div><button tabindex="0" class="sc-eAtLkG ldQRgl"><span class="sc-iKGpAt sc-gjTGSA fcxSDo eiFQHO">None</span><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhCfA sc-fwQFQH gLqzsj" emphasis="high" sizevalue="20px">arrow_drop_down</i></button></div><span class="mdc-notched-outline mdc-notched-outline--upgraded mdc-notched-outline--notched"><span class="mdc-notched-outline__leading"></span><span class="mdc-notched-outline__notch" style="width: 90.1367px;"><span class="mdc-floating-label mdc-floating-label--float-above">Accelerator</span></span><span class="mdc-notched-outline__trailing"></span></span></div><div class="sc-crEIGF cAkNtw mdc-text-field-helper-line"><p class="mdc-text-field-helper-text mdc-text-field-helper-text--persistent"></p></div></div></div><div class="sc-gQHBUL heyBNe"><div class="sc-ighzGM bXehNJ"><div class="sc-jcEumN jQRtxA mdc-text-field mdc-text-field--upgraded mdc-text-field--outlined"><div class="sc-cUwiMJ hIsQwH mdc-menu-surface--anchor"><div class="mdc-menu sc-eIrltS kpCywU mdc-menu-surface mdc-menu-surface--is-open-below" aria-hidden="true" style="z-index: 1002; transform-origin: center top; left: 0px; top: 56px; max-height: 1px;"><ul role="menu" class="mdc-list mdc-menu__items mdc-list"><li tabindex="0" role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn iNIqBg mdc-list-item mdc-list-item--selected"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB">Python</p></div></li><li tabindex="0" role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn iNIqBg mdc-list-item"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB">R</p></div></li></ul></div><button tabindex="0" class="sc-eAtLkG ldQRgl"><span class="sc-iKGpAt sc-gjTGSA fcxSDo eiFQHO">Python</span><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhCfA sc-fwQFQH gLqzsj" emphasis="high" sizevalue="20px">arrow_drop_down</i></button></div><span class="mdc-notched-outline mdc-notched-outline--upgraded mdc-notched-outline--notched"><span class="mdc-notched-outline__leading"></span><span class="mdc-notched-outline__notch" style="width: 70.6836px;"><span class="mdc-floating-label mdc-floating-label--float-above">Language</span></span><span class="mdc-notched-outline__trailing"></span></span></div></div></div><div class="sc-gQHBUL heyBNe"><div class="sc-ighzGM bXehNJ"><div class="sc-jcEumN jQRtxA mdc-text-field mdc-text-field--upgraded mdc-text-field--outlined"><div class="sc-cUwiMJ hIsQwH mdc-menu-surface--anchor"><div class="mdc-menu sc-eIrltS kpCywU mdc-menu-surface" aria-hidden="true" style="z-index: 1002; transform-origin: center bottom; left: 0px; bottom: 56px; max-height: 523px;"><ul role="menu" class="mdc-list mdc-menu__items mdc-list"><li tabindex="0" role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn iNIqBg mdc-list-item mdc-list-item--selected"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB">No persistence</p></div></li><li tabindex="0" role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn iNIqBg mdc-list-item"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB">Variables and Files</p></div></li><li tabindex="0" role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn iNIqBg mdc-list-item"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB">Variables only</p></div></li><li tabindex="0" role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn iNIqBg mdc-list-item"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB">Files only</p></div></li></ul></div><button tabindex="0" class="sc-eAtLkG ldQRgl"><span class="sc-iKGpAt sc-gjTGSA fcxSDo eiFQHO">No persistence</span><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhCfA sc-fwQFQH gLqzsj" emphasis="high" sizevalue="20px">arrow_drop_down</i></button></div><span class="mdc-notched-outline mdc-notched-outline--upgraded mdc-notched-outline--notched"><span class="mdc-notched-outline__leading"></span><span class="mdc-notched-outline__notch" style="width: 85.4375px;"><span class="mdc-floating-label mdc-floating-label--float-above">Persistence</span></span><span class="mdc-notched-outline__trailing"></span></span></div></div></div><div class="sc-gQHBUL iAlZTn"><div class="sc-ighzGM bXehNJ"><div class="sc-jcEumN jQRtxA mdc-text-field mdc-text-field--upgraded mdc-text-field--outlined"><div class="sc-cUwiMJ fybwnj mdc-menu-surface--anchor"><div class="mdc-menu sc-eIrltS kpCywU mdc-menu-surface" aria-hidden="true" style="z-index: 1002; transform-origin: center bottom; left: 0px; bottom: 56px; max-height: 1093px;"><ul role="menu" class="mdc-list mdc-menu__items mdc-list"><li tabindex="0" role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn iNIqBg mdc-list-item mdc-list-item--selected"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB">Pin to original environment (2023-04-04)</p></div></li><li tabindex="0" role="menuitem" class="mdc-ripple-upgraded sc-dVCGSn iNIqBg mdc-list-item"><div class="mdc-list-item__ripple mdc-ripple-upgraded"></div><div class="sc-caslwl eMxeyR"><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB">Always use latest environment</p></div></li></ul></div><button tabindex="0" class="sc-eAtLkG dMeClA"><span class="sc-iKGpAt sc-gjTGSA fcxSDo eiFQHO">Pin to original environment (2023-04-04)</span><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhCfA sc-fwQFQH gLqzsj" emphasis="high" sizevalue="20px">arrow_drop_down</i></button></div><span class="mdc-notched-outline mdc-notched-outline--upgraded mdc-notched-outline--notched"><span class="mdc-notched-outline__leading"></span><span class="mdc-notched-outline__notch" style="width: 91.4492px;"><span class="mdc-floating-label mdc-floating-label--float-above">Environment</span></span><span class="mdc-notched-outline__trailing"></span></span></div><div class="sc-crEIGF cAkNtw mdc-text-field-helper-line"><p class="mdc-text-field-helper-text mdc-text-field-helper-text--persistent"><div class="sc-dmcPJD kWfCLs"><span class="sc-eACynP sc-bZPPFW cUnQWY fOBBwx">You won't get new packages, but your code is less likely to break. What is a notebook environment?</span><div class="sc-gMZIjx bBPJzn"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDKz" sizevalue="14px">info_outline</i></div></div></p></div></div></div><div class="sc-gQHBUL heyBNe"><span class="sc-cjERFW sc-jegxcv sc-dFEDwc cEzhEA fSWIxQ xcKyq">Internet</span><div class="sc-coTGrz kJsjPF"><div class="sc-iFMJaS bDdrRd"><div class="sc-dnWqoL ekNfsM"><div class="sc-iQgscw eQHizF"></div><input type="checkbox" id="internet-toggle-switch" class="sc-cxESYj bYijbP"><div class="sc-dypZqp bPbZVH"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhyTr sc-hPvlKq cfpEik" sizevalue="18px">remove</i></div></div><label for="internet-toggle-switch"><p class="sc-kgKVFY sc-fLQRDB ioPDdq fVBrXB">Internet off</p></label></div></div></div><div class="sc-gQHBUL fwTHdN"><span class="sc-cjERFW sc-jegxcv sc-bMwZSo cEzhEA fSWIxQ gVnSvF">Tags</span></div></div></div></div></div><div class="sc-cRZddA biKUSy"><div class="sc-jMAIzZ dpHFJI"><div class="sc-dQelHR gorqWn"><div class="sc-hLseeU sc-dKfzgJ ieeSPC gQTdvw">Schedule a notebook to run</div></div><button aria-label="Expand Schedule a notebook to run" title="Expand Schedule a notebook to run" class="sc-dmqHEX hMbcVl undefined google-material-icons" style="flex-shrink: 0;">keyboard_arrow_down</button></div></div><div class="sc-cRZddA biKUSy"><div class="sc-jMAIzZ dpHFJI"><div class="sc-dQelHR gorqWn"><div class="sc-hLseeU sc-dKfzgJ ieeSPC gQTdvw">Code Help</div></div><button aria-label="Collapse Code Help" title="Collapse Code Help" class="sc-dmqHEX hMbcVl undefined google-material-icons" style="flex-shrink: 0;">keyboard_arrow_up</button></div><div><div class="sc-cTZrgE kkQedt"><div class="sc-CsdIi bMiPGw"><button class="sc-cwVcKo hevluh sc-iVtcBf hEcAUv" tabindex="0" role="button"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhyTr" color="#202124" sizevalue="18px">search</i><span class="sc-kMrHXl sc-ilEZps ctixqk jVnXBE">Find code help</span></button><aside class="sc-iMfspA gmKKzU sc-dIYsHe kmlDqy mdc-drawer mdc-drawer--dismissible"><div style="height: 100%;"><div class="sc-dXABnb ftOboN"><div class="sc-dffHy emKWrk"><h5 class="sc-fmSAUk sc-fGFwAa sc-nyOJc bhuzvb igIvFK frSPKw">Code help</h5></div><div class="sc-gaKwun kmMoOe"><button aria-label="close" class="sc-dmqHEX hMbcVl undefined google-material-icons">close</button></div></div><div class="sc-glefvR mpkef"><div class="sc-dRiAyI cnfOrB"><div class="sc-kKQBHJ hBAXgF"><div class="sc-hlHHhC bXNCun"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa ktMGET sc-ecdDTd jcEKiJ" emphasis="low" sizevalue="24px">search</i><input placeholder="Find code help" aria-label="Find code help" class="sc-bTRovv dOZRkc" value=""></div></div><div class="sc-UNPSJ bdVEUS"><ul><li tabindex="0" role="listitem" aria-label="Connect to BigQuery" class="sc-dskThN hyatfx"><div class="sc-cYRmzm gNaFGK sc-kMDPuR bJZNyE"><div class="sc-jOQpHc bGesWD"><div class="sc-ftWlEF dOiuWg"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg" sizevalue="24px">file_copy</i></div></div><div class="sc-hLseeU sc-dKfzgJ sc-bYOEQd ieeSPC gQTdvw NPxzh sc-hSupLw cUKAwa"> <span class="sc-iKGpAt sc-gjTGSA fcxSDo eiFQHO">Connect to BigQuery</span> </div></div></li><li tabindex="0" role="listitem" aria-label="Connect to Google Cloud Storage" class="sc-dskThN hyatfx"><div class="sc-cYRmzm gNaFGK sc-kMDPuR bJZNyE"><div class="sc-jOQpHc bGesWD"><div class="sc-ftWlEF dOiuWg"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg" sizevalue="24px">file_copy</i></div></div><div class="sc-hLseeU sc-dKfzgJ sc-bYOEQd ieeSPC gQTdvw NPxzh sc-hSupLw cUKAwa"> <span class="sc-iKGpAt sc-gjTGSA fcxSDo eiFQHO">Connect to Google Cloud Storage</span> </div></div></li><li tabindex="0" role="listitem" aria-label="Connect to AutoML" class="sc-dskThN hyatfx"><div class="sc-cYRmzm gNaFGK sc-kMDPuR bJZNyE"><div class="sc-jOQpHc bGesWD"><div class="sc-ftWlEF dOiuWg"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg" sizevalue="24px">file_copy</i></div></div><div class="sc-hLseeU sc-dKfzgJ sc-bYOEQd ieeSPC gQTdvw NPxzh sc-hSupLw cUKAwa"> <span class="sc-iKGpAt sc-gjTGSA fcxSDo eiFQHO">Connect to AutoML</span> </div></div></li><li tabindex="0" role="listitem" aria-label="Define a generic user secret" class="sc-dskThN hyatfx"><div class="sc-cYRmzm gNaFGK sc-kMDPuR bJZNyE"><div class="sc-jOQpHc bGesWD"><div class="sc-ftWlEF dOiuWg"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg" sizevalue="24px">file_copy</i></div></div><div class="sc-hLseeU sc-dKfzgJ sc-bYOEQd ieeSPC gQTdvw NPxzh sc-hSupLw cUKAwa"> <span class="sc-iKGpAt sc-gjTGSA fcxSDo eiFQHO">Define a generic user secret</span> </div></div></li><li tabindex="0" role="listitem" aria-label="Display an image" class="sc-dskThN hyatfx"><div class="sc-cYRmzm gNaFGK sc-kMDPuR bJZNyE"><div class="sc-jOQpHc bGesWD"><div class="sc-ftWlEF dOiuWg"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg" sizevalue="24px">file_copy</i></div></div><div class="sc-hLseeU sc-dKfzgJ sc-bYOEQd ieeSPC gQTdvw NPxzh sc-hSupLw cUKAwa"> <span class="sc-iKGpAt sc-gjTGSA fcxSDo eiFQHO">Display an image</span> </div></div></li><li tabindex="0" role="listitem" aria-label="Read a JSON file" class="sc-dskThN hyatfx"><div class="sc-cYRmzm gNaFGK sc-kMDPuR bJZNyE"><div class="sc-jOQpHc bGesWD"><div class="sc-ftWlEF dOiuWg"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg" sizevalue="24px">file_copy</i></div></div><div class="sc-hLseeU sc-dKfzgJ sc-bYOEQd ieeSPC gQTdvw NPxzh sc-hSupLw cUKAwa"> <span class="sc-iKGpAt sc-gjTGSA fcxSDo eiFQHO">Read a JSON file</span> </div></div></li><li tabindex="0" role="listitem" aria-label="Automatic EDA with pandas-profiling" class="sc-dskThN hyatfx"><div class="sc-cYRmzm gNaFGK sc-kMDPuR bJZNyE"><div class="sc-jOQpHc bGesWD"><div class="sc-ftWlEF dOiuWg"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg" sizevalue="24px">file_copy</i></div></div><div class="sc-hLseeU sc-dKfzgJ sc-bYOEQd ieeSPC gQTdvw NPxzh sc-hSupLw cUKAwa"> <span class="sc-iKGpAt sc-gjTGSA fcxSDo eiFQHO">Automatic EDA with pandas-profiling</span> </div></div></li><li tabindex="0" role="listitem" aria-label="Save a file to your working directory" class="sc-dskThN hyatfx"><div class="sc-cYRmzm gNaFGK sc-kMDPuR bJZNyE"><div class="sc-jOQpHc bGesWD"><div class="sc-ftWlEF dOiuWg"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg" sizevalue="24px">file_copy</i></div></div><div class="sc-hLseeU sc-dKfzgJ sc-bYOEQd ieeSPC gQTdvw NPxzh sc-hSupLw cUKAwa"> <span class="sc-iKGpAt sc-gjTGSA fcxSDo eiFQHO">Save a file to your working directory</span> </div></div></li><li tabindex="0" role="listitem" aria-label="Use legacy SQL syntax with BigQuery" class="sc-dskThN hyatfx"><div class="sc-cYRmzm gNaFGK sc-kMDPuR bJZNyE"><div class="sc-jOQpHc bGesWD"><div class="sc-ftWlEF dOiuWg"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg" sizevalue="24px">file_copy</i></div></div><div class="sc-hLseeU sc-dKfzgJ sc-bYOEQd ieeSPC gQTdvw NPxzh sc-hSupLw cUKAwa"> <span class="sc-iKGpAt sc-gjTGSA fcxSDo eiFQHO">Use legacy SQL syntax with BigQuery</span> </div></div></li><li tabindex="0" role="listitem" aria-label="Train a decision tree" class="sc-dskThN hyatfx"><div class="sc-cYRmzm gNaFGK sc-kMDPuR bJZNyE"><div class="sc-jOQpHc bGesWD"><div class="sc-ftWlEF dOiuWg"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg" sizevalue="24px">file_copy</i></div></div><div class="sc-hLseeU sc-dKfzgJ sc-bYOEQd ieeSPC gQTdvw NPxzh sc-hSupLw cUKAwa"> <span class="sc-iKGpAt sc-gjTGSA fcxSDo eiFQHO">Train a decision tree</span> </div></div></li><li tabindex="0" role="listitem" aria-label="Plot null values" class="sc-dskThN hyatfx"><div class="sc-cYRmzm gNaFGK sc-kMDPuR bJZNyE"><div class="sc-jOQpHc bGesWD"><div class="sc-ftWlEF dOiuWg"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg" sizevalue="24px">file_copy</i></div></div><div class="sc-hLseeU sc-dKfzgJ sc-bYOEQd ieeSPC gQTdvw NPxzh sc-hSupLw cUKAwa"> <span class="sc-iKGpAt sc-gjTGSA fcxSDo eiFQHO">Plot null values</span> </div></div></li><li tabindex="0" role="listitem" aria-label="See source code for a function" class="sc-dskThN hyatfx"><div class="sc-cYRmzm gNaFGK sc-kMDPuR bJZNyE"><div class="sc-jOQpHc bGesWD"><div class="sc-ftWlEF dOiuWg"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg" sizevalue="24px">file_copy</i></div></div><div class="sc-hLseeU sc-dKfzgJ sc-bYOEQd ieeSPC gQTdvw NPxzh sc-hSupLw cUKAwa"> <span class="sc-iKGpAt sc-gjTGSA fcxSDo eiFQHO">See source code for a function</span> </div></div></li><li tabindex="0" role="listitem" aria-label="Visualize a decision tree" class="sc-dskThN hyatfx"><div class="sc-cYRmzm gNaFGK sc-kMDPuR bJZNyE"><div class="sc-jOQpHc bGesWD"><div class="sc-ftWlEF dOiuWg"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg" sizevalue="24px">file_copy</i></div></div><div class="sc-hLseeU sc-dKfzgJ sc-bYOEQd ieeSPC gQTdvw NPxzh sc-hSupLw cUKAwa"> <span class="sc-iKGpAt sc-gjTGSA fcxSDo eiFQHO">Visualize a decision tree</span> </div></div></li><li tabindex="0" role="listitem" aria-label="Scatter plots with plotly express" class="sc-dskThN hyatfx"><div class="sc-cYRmzm gNaFGK sc-kMDPuR bJZNyE"><div class="sc-jOQpHc bGesWD"><div class="sc-ftWlEF dOiuWg"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg" sizevalue="24px">file_copy</i></div></div><div class="sc-hLseeU sc-dKfzgJ sc-bYOEQd ieeSPC gQTdvw NPxzh sc-hSupLw cUKAwa"> <span class="sc-iKGpAt sc-gjTGSA fcxSDo eiFQHO">Scatter plots with plotly express</span> </div></div></li><li tabindex="0" role="listitem" aria-label="Bubble plots with plotly express" class="sc-dskThN hyatfx"><div class="sc-cYRmzm gNaFGK sc-kMDPuR bJZNyE"><div class="sc-jOQpHc bGesWD"><div class="sc-ftWlEF dOiuWg"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg" sizevalue="24px">file_copy</i></div></div><div class="sc-hLseeU sc-dKfzgJ sc-bYOEQd ieeSPC gQTdvw NPxzh sc-hSupLw cUKAwa"> <span class="sc-iKGpAt sc-gjTGSA fcxSDo eiFQHO">Bubble plots with plotly express</span> </div></div></li><li tabindex="0" role="listitem" aria-label="Replace DataFrame null values with mean values" class="sc-dskThN hyatfx"><div class="sc-cYRmzm gNaFGK sc-kMDPuR bJZNyE"><div class="sc-jOQpHc bGesWD"><div class="sc-ftWlEF dOiuWg"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg" sizevalue="24px">file_copy</i></div></div><div class="sc-hLseeU sc-dKfzgJ sc-bYOEQd ieeSPC gQTdvw NPxzh sc-hSupLw cUKAwa"> <span class="sc-iKGpAt sc-gjTGSA fcxSDo eiFQHO">Replace DataFrame null values with mean values</span> </div></div></li><li tabindex="0" role="listitem" aria-label="Read a CSV file" class="sc-dskThN hyatfx"><div class="sc-cYRmzm gNaFGK sc-kMDPuR bJZNyE"><div class="sc-jOQpHc bGesWD"><div class="sc-ftWlEF dOiuWg"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg" sizevalue="24px">file_copy</i></div></div><div class="sc-hLseeU sc-dKfzgJ sc-bYOEQd ieeSPC gQTdvw NPxzh sc-hSupLw cUKAwa"> <span class="sc-iKGpAt sc-gjTGSA fcxSDo eiFQHO">Read a CSV file</span> </div></div></li><li tabindex="0" role="listitem" aria-label="List the contents of your input directory" class="sc-dskThN hyatfx"><div class="sc-cYRmzm gNaFGK sc-kMDPuR bJZNyE"><div class="sc-jOQpHc bGesWD"><div class="sc-ftWlEF dOiuWg"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg" sizevalue="24px">file_copy</i></div></div><div class="sc-hLseeU sc-dKfzgJ sc-bYOEQd ieeSPC gQTdvw NPxzh sc-hSupLw cUKAwa"> <span class="sc-iKGpAt sc-gjTGSA fcxSDo eiFQHO">List the contents of your input directory</span> </div></div></li><li tabindex="0" role="listitem" aria-label="List installed packages" class="sc-dskThN hyatfx"><div class="sc-cYRmzm gNaFGK sc-kMDPuR bJZNyE"><div class="sc-jOQpHc bGesWD"><div class="sc-ftWlEF dOiuWg"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg" sizevalue="24px">file_copy</i></div></div><div class="sc-hLseeU sc-dKfzgJ sc-bYOEQd ieeSPC gQTdvw NPxzh sc-hSupLw cUKAwa"> <span class="sc-iKGpAt sc-gjTGSA fcxSDo eiFQHO">List installed packages</span> </div></div></li><li tabindex="0" role="listitem" aria-label="Write to CSV" class="sc-dskThN hyatfx"><div class="sc-cYRmzm gNaFGK sc-kMDPuR bJZNyE"><div class="sc-jOQpHc bGesWD"><div class="sc-ftWlEF dOiuWg"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg" sizevalue="24px">file_copy</i></div></div><div class="sc-hLseeU sc-dKfzgJ sc-bYOEQd ieeSPC gQTdvw NPxzh sc-hSupLw cUKAwa"> <span class="sc-iKGpAt sc-gjTGSA fcxSDo eiFQHO">Write to CSV</span> </div></div></li><li tabindex="0" role="listitem" aria-label="Create and compile a TensorFlow Sequential model" class="sc-dskThN hyatfx"><div class="sc-cYRmzm gNaFGK sc-kMDPuR bJZNyE"><div class="sc-jOQpHc bGesWD"><div class="sc-ftWlEF dOiuWg"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg" sizevalue="24px">file_copy</i></div></div><div class="sc-hLseeU sc-dKfzgJ sc-bYOEQd ieeSPC gQTdvw NPxzh sc-hSupLw cUKAwa"> <span class="sc-iKGpAt sc-gjTGSA fcxSDo eiFQHO">Create and compile a TensorFlow Sequential model</span> </div></div></li><li tabindex="0" role="listitem" aria-label="Create and compile a TensorFlow Functional model " class="sc-dskThN hyatfx"><div class="sc-cYRmzm gNaFGK sc-kMDPuR bJZNyE"><div class="sc-jOQpHc bGesWD"><div class="sc-ftWlEF dOiuWg"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg" sizevalue="24px">file_copy</i></div></div><div class="sc-hLseeU sc-dKfzgJ sc-bYOEQd ieeSPC gQTdvw NPxzh sc-hSupLw cUKAwa"> <span class="sc-iKGpAt sc-gjTGSA fcxSDo eiFQHO">Create and compile a TensorFlow Functional model </span> </div></div></li><li tabindex="0" role="listitem" aria-label="Run a TensorFlow model on a TPU" class="sc-dskThN hyatfx"><div class="sc-cYRmzm gNaFGK sc-kMDPuR bJZNyE"><div class="sc-jOQpHc bGesWD"><div class="sc-ftWlEF dOiuWg"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg" sizevalue="24px">file_copy</i></div></div><div class="sc-hLseeU sc-dKfzgJ sc-bYOEQd ieeSPC gQTdvw NPxzh sc-hSupLw cUKAwa"> <span class="sc-iKGpAt sc-gjTGSA fcxSDo eiFQHO">Run a TensorFlow model on a TPU</span> </div></div></li><li tabindex="0" role="listitem" aria-label="Set up keras-tuner RandomSearch" class="sc-dskThN hyatfx"><div class="sc-cYRmzm gNaFGK sc-kMDPuR bJZNyE"><div class="sc-jOQpHc bGesWD"><div class="sc-ftWlEF dOiuWg"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg" sizevalue="24px">file_copy</i></div></div><div class="sc-hLseeU sc-dKfzgJ sc-bYOEQd ieeSPC gQTdvw NPxzh sc-hSupLw cUKAwa"> <span class="sc-iKGpAt sc-gjTGSA fcxSDo eiFQHO">Set up keras-tuner RandomSearch</span> </div></div></li><li tabindex="0" role="listitem" aria-label="Set up keras-tuner Hyperband" class="sc-dskThN hyatfx"><div class="sc-cYRmzm gNaFGK sc-kMDPuR bJZNyE"><div class="sc-jOQpHc bGesWD"><div class="sc-ftWlEF dOiuWg"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg" sizevalue="24px">file_copy</i></div></div><div class="sc-hLseeU sc-dKfzgJ sc-bYOEQd ieeSPC gQTdvw NPxzh sc-hSupLw cUKAwa"> <span class="sc-iKGpAt sc-gjTGSA fcxSDo eiFQHO">Set up keras-tuner Hyperband</span> </div></div></li><li tabindex="0" role="listitem" aria-label="get CSV data from a URL with TensorFlow/Keras" class="sc-dskThN hyatfx"><div class="sc-cYRmzm gNaFGK sc-kMDPuR bJZNyE"><div class="sc-jOQpHc bGesWD"><div class="sc-ftWlEF dOiuWg"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg" sizevalue="24px">file_copy</i></div></div><div class="sc-hLseeU sc-dKfzgJ sc-bYOEQd ieeSPC gQTdvw NPxzh sc-hSupLw cUKAwa"> <span class="sc-iKGpAt sc-gjTGSA fcxSDo eiFQHO">get CSV data from a URL with TensorFlow/Keras</span> </div></div></li><li tabindex="0" role="listitem" aria-label="Build a TF Dataset from Numpy arrays" class="sc-dskThN hyatfx"><div class="sc-cYRmzm gNaFGK sc-kMDPuR bJZNyE"><div class="sc-jOQpHc bGesWD"><div class="sc-ftWlEF dOiuWg"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg" sizevalue="24px">file_copy</i></div></div><div class="sc-hLseeU sc-dKfzgJ sc-bYOEQd ieeSPC gQTdvw NPxzh sc-hSupLw cUKAwa"> <span class="sc-iKGpAt sc-gjTGSA fcxSDo eiFQHO">Build a TF Dataset from Numpy arrays</span> </div></div></li><li tabindex="0" role="listitem" aria-label="Build a TF Dataset from a dictionary" class="sc-dskThN hyatfx"><div class="sc-cYRmzm gNaFGK sc-kMDPuR bJZNyE"><div class="sc-jOQpHc bGesWD"><div class="sc-ftWlEF dOiuWg"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg" sizevalue="24px">file_copy</i></div></div><div class="sc-hLseeU sc-dKfzgJ sc-bYOEQd ieeSPC gQTdvw NPxzh sc-hSupLw cUKAwa"> <span class="sc-iKGpAt sc-gjTGSA fcxSDo eiFQHO">Build a TF Dataset from a dictionary</span> </div></div></li><li tabindex="0" role="listitem" aria-label="Tokenize text with Tensorflow/Keras" class="sc-dskThN hyatfx"><div class="sc-cYRmzm gNaFGK sc-kMDPuR bJZNyE"><div class="sc-jOQpHc bGesWD"><div class="sc-ftWlEF dOiuWg"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg" sizevalue="24px">file_copy</i></div></div><div class="sc-hLseeU sc-dKfzgJ sc-bYOEQd ieeSPC gQTdvw NPxzh sc-hSupLw cUKAwa"> <span class="sc-iKGpAt sc-gjTGSA fcxSDo eiFQHO">Tokenize text with Tensorflow/Keras</span> </div></div></li><li tabindex="0" role="listitem" aria-label="Load a Tensorflow Dataset" class="sc-dskThN hyatfx"><div class="sc-cYRmzm gNaFGK sc-kMDPuR bJZNyE"><div class="sc-jOQpHc bGesWD"><div class="sc-ftWlEF dOiuWg"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg" sizevalue="24px">file_copy</i></div></div><div class="sc-hLseeU sc-dKfzgJ sc-bYOEQd ieeSPC gQTdvw NPxzh sc-hSupLw cUKAwa"> <span class="sc-iKGpAt sc-gjTGSA fcxSDo eiFQHO">Load a Tensorflow Dataset</span> </div></div></li><li tabindex="0" role="listitem" aria-label="Load a pretrained ImageNET Classifier" class="sc-dskThN hyatfx"><div class="sc-cYRmzm gNaFGK sc-kMDPuR bJZNyE"><div class="sc-jOQpHc bGesWD"><div class="sc-ftWlEF dOiuWg"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg" sizevalue="24px">file_copy</i></div></div><div class="sc-hLseeU sc-dKfzgJ sc-bYOEQd ieeSPC gQTdvw NPxzh sc-hSupLw cUKAwa"> <span class="sc-iKGpAt sc-gjTGSA fcxSDo eiFQHO">Load a pretrained ImageNET Classifier</span> </div></div></li><li tabindex="0" role="listitem" aria-label="Binary classification in TensorFlow" class="sc-dskThN hyatfx"><div class="sc-cYRmzm gNaFGK sc-kMDPuR bJZNyE"><div class="sc-jOQpHc bGesWD"><div class="sc-ftWlEF dOiuWg"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg" sizevalue="24px">file_copy</i></div></div><div class="sc-hLseeU sc-dKfzgJ sc-bYOEQd ieeSPC gQTdvw NPxzh sc-hSupLw cUKAwa"> <span class="sc-iKGpAt sc-gjTGSA fcxSDo eiFQHO">Binary classification in TensorFlow</span> </div></div></li><li tabindex="0" role="listitem" aria-label="Build a regression model in TensorFlow" class="sc-dskThN hyatfx"><div class="sc-cYRmzm gNaFGK sc-kMDPuR bJZNyE"><div class="sc-jOQpHc bGesWD"><div class="sc-ftWlEF dOiuWg"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg" sizevalue="24px">file_copy</i></div></div><div class="sc-hLseeU sc-dKfzgJ sc-bYOEQd ieeSPC gQTdvw NPxzh sc-hSupLw cUKAwa"> <span class="sc-iKGpAt sc-gjTGSA fcxSDo eiFQHO">Build a regression model in TensorFlow</span> </div></div></li><li tabindex="0" role="listitem" aria-label="Apply a transformation to a tensor" class="sc-dskThN hyatfx"><div class="sc-cYRmzm gNaFGK sc-kMDPuR bJZNyE"><div class="sc-jOQpHc bGesWD"><div class="sc-ftWlEF dOiuWg"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg" sizevalue="24px">file_copy</i></div></div><div class="sc-hLseeU sc-dKfzgJ sc-bYOEQd ieeSPC gQTdvw NPxzh sc-hSupLw cUKAwa"> <span class="sc-iKGpAt sc-gjTGSA fcxSDo eiFQHO">Apply a transformation to a tensor</span> </div></div></li><li tabindex="0" role="listitem" aria-label="Iterate over a tensor" class="sc-dskThN hyatfx"><div class="sc-cYRmzm gNaFGK sc-kMDPuR bJZNyE"><div class="sc-jOQpHc bGesWD"><div class="sc-ftWlEF dOiuWg"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg" sizevalue="24px">file_copy</i></div></div><div class="sc-hLseeU sc-dKfzgJ sc-bYOEQd ieeSPC gQTdvw NPxzh sc-hSupLw cUKAwa"> <span class="sc-iKGpAt sc-gjTGSA fcxSDo eiFQHO">Iterate over a tensor</span> 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datasets</span> </div></div></li><li tabindex="0" role="listitem" aria-label="Import a pretrained model" class="sc-dskThN hyatfx"><div class="sc-cYRmzm gNaFGK sc-kMDPuR bJZNyE"><div class="sc-jOQpHc bGesWD"><div class="sc-ftWlEF dOiuWg"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg" sizevalue="24px">file_copy</i></div></div><div class="sc-hLseeU sc-dKfzgJ sc-bYOEQd ieeSPC gQTdvw NPxzh sc-hSupLw cUKAwa"> <span class="sc-iKGpAt sc-gjTGSA fcxSDo eiFQHO">Import a pretrained model</span> </div></div></li><li tabindex="0" role="listitem" aria-label="Classification with imbalanced data" class="sc-dskThN hyatfx"><div class="sc-cYRmzm gNaFGK sc-kMDPuR bJZNyE"><div class="sc-jOQpHc bGesWD"><div class="sc-ftWlEF dOiuWg"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg" sizevalue="24px">file_copy</i></div></div><div class="sc-hLseeU sc-dKfzgJ sc-bYOEQd ieeSPC gQTdvw NPxzh sc-hSupLw cUKAwa"> <span class="sc-iKGpAt sc-gjTGSA fcxSDo 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NPxzh sc-hSupLw cUKAwa"> <span class="sc-iKGpAt sc-gjTGSA fcxSDo eiFQHO">Exponential decay learning rate scheduler callback</span> </div></div></li><li tabindex="0" role="listitem" aria-label="Model checkpoint callback" class="sc-dskThN hyatfx"><div class="sc-cYRmzm gNaFGK sc-kMDPuR bJZNyE"><div class="sc-jOQpHc bGesWD"><div class="sc-ftWlEF dOiuWg"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg" sizevalue="24px">file_copy</i></div></div><div class="sc-hLseeU sc-dKfzgJ sc-bYOEQd ieeSPC gQTdvw NPxzh sc-hSupLw cUKAwa"> <span class="sc-iKGpAt sc-gjTGSA fcxSDo eiFQHO">Model checkpoint callback</span> </div></div></li><li tabindex="0" role="listitem" aria-label="Visualize model performance" class="sc-dskThN hyatfx"><div class="sc-cYRmzm gNaFGK sc-kMDPuR bJZNyE"><div class="sc-jOQpHc bGesWD"><div class="sc-ftWlEF dOiuWg"><i class="rmwc-icon rmwc-icon--ligature google-material-icons sc-gueYoa kjhDLg" sizevalue="24px">file_copy</i></div></div><div 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