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u-paddingRight12 u-size4of12" data-source="collection_home---4------0-----------------------" data-post-id="4b9b33234010" data-index="0"><div class="u-lineHeightBase postItem"><a href="https://medium.com/google-colab/autograded-assignments-using-vocareum-colab-4b9b33234010?source=collection_home---4------0-----------------------" data-action="open-post" data-action-value="https://medium.com/google-colab/autograded-assignments-using-vocareum-colab-4b9b33234010?source=collection_home---4------0-----------------------" class="u-block u-xs-height170 u-height172 u-backgroundSizeCover u-backgroundOriginBorderBox u-backgroundColorGrayLight u-borderLighter" style="background-image: url("https://cdn-images-1.medium.com/max/800/0*56AZkanS1y1ugLp8"); background-position: 50% 50% !important;"><span class="u-textScreenReader">Autograded Assignments using Vocareum + Colab</span></a></div><div class="col u-xs-marginBottom10 u-paddingLeft0 u-paddingRight0 u-paddingTop15 u-marginBottom30"><a class="" href="https://medium.com/google-colab/autograded-assignments-using-vocareum-colab-4b9b33234010?source=collection_home---4------0-----------------------" data-action-source="collection_home---4------0-----------------------" data-post-id="4b9b33234010"><h3 class="u-contentSansBold u-lineHeightTightest u-xs-fontSize24 u-paddingBottom2 u-paddingTop5 u-fontSize32"><div class="u-letterSpacingTight u-lineHeightTighter u-breakWord u-textOverflowEllipsis u-lineClamp3 u-fontSize24">Autograded Assignments using Vocareum + Colab</div></h3><div class="u-contentSansThin u-lineHeightBaseSans u-fontSize24 u-xs-fontSize18 u-textColorNormal u-baseColor--textNormal"><div class="u-fontSize18 u-letterSpacingTight u-lineHeightTight u-marginTop7 u-textColorNormal u-baseColor--textNormal">Calling all instructors who want to save time grading notebook-based assignments in Colab!</div></div></a><div class="u-clearfix u-marginTop20"><div class="u-flexCenter"><div class="postMetaInline-avatar u-flex0"><a class="link u-baseColor--link avatar" href="https://medium.com/@judemars" data-action="show-user-card" data-action-value="ddb7ce4f2327" data-action-type="hover" data-user-id="ddb7ce4f2327" dir="auto"><img src="https://cdn-images-1.medium.com/fit/c/72/72/0*w66WoejrSSTzcbP7" class="avatar-image u-size36x36 u-xs-size32x32" alt="Go to the profile of Julianne DeMars-Smith"></a></div><div class="postMetaInline postMetaInline-authorLockup ui-captionStrong u-flex1 u-noWrapWithEllipsis"><a class="ds-link ds-link--styleSubtle link link--darken link--accent u-accentColor--textNormal u-accentColor--textDarken" href="https://medium.com/@judemars" data-action="show-user-card" data-action-value="ddb7ce4f2327" data-action-type="hover" data-user-id="ddb7ce4f2327" dir="auto">Julianne DeMars-Smith</a><div class="ui-caption u-fontSize12 u-baseColor--textNormal u-textColorNormal js-postMetaInlineSupplemental"><time datetime="2025-01-15T22:20:32.954Z">Jan 15</time><span class="middotDivider u-fontSize12"></span><span class="readingTime" title="5 min read"></span></div></div></div></div></div></div><div class="col u-xs-size12of12 js-trackPostPresentation u-paddingLeft12 u-marginBottom15 u-paddingRight12 u-size4of12" data-source="collection_home---4------1-----------------------" data-post-id="00197d6172b1" data-index="1"><div class="u-lineHeightBase postItem"><a href="https://medium.com/google-colab/colab-updated-to-python-3-11-00197d6172b1?source=collection_home---4------1-----------------------" data-action="open-post" data-action-value="https://medium.com/google-colab/colab-updated-to-python-3-11-00197d6172b1?source=collection_home---4------1-----------------------" class="u-block u-xs-height170 u-height172 u-backgroundSizeCover u-backgroundOriginBorderBox u-backgroundColorGrayLight u-borderLighter" style="background-image: url("https://cdn-images-1.medium.com/max/800/0*1OSgDsMQYaZ_72Jx"); background-position: 50% 50% !important;"><span class="u-textScreenReader">Colab Updated to Python 3.11</span></a></div><div class="col u-xs-marginBottom10 u-paddingLeft0 u-paddingRight0 u-paddingTop15 u-marginBottom30"><a class="" href="https://medium.com/google-colab/colab-updated-to-python-3-11-00197d6172b1?source=collection_home---4------1-----------------------" data-action-source="collection_home---4------1-----------------------" data-post-id="00197d6172b1"><h3 class="u-contentSansBold u-lineHeightTightest u-xs-fontSize24 u-paddingBottom2 u-paddingTop5 u-fontSize32"><div class="u-letterSpacingTight u-lineHeightTighter u-breakWord u-textOverflowEllipsis u-lineClamp3 u-fontSize24">Colab Updated to Python 3.11</div></h3><div class="u-contentSansThin u-lineHeightBaseSans u-fontSize24 u-xs-fontSize18 u-textColorNormal u-baseColor--textNormal"><div class="u-fontSize18 u-letterSpacingTight u-lineHeightTight u-marginTop7 u-textColorNormal u-baseColor--textNormal">We’re happy to announce that Colab has upgraded its default runtime to Python version 3.11. You can read more about the language changes…</div></div></a><div class="u-clearfix u-marginTop20"><div class="u-flexCenter"><div class="postMetaInline-avatar u-flex0"><a class="link u-baseColor--link avatar" href="https://medium.com/@johnson.eric.d" data-action="show-user-card" data-action-value="1d3290054640" data-action-type="hover" data-user-id="1d3290054640" dir="auto"><img src="https://cdn-images-1.medium.com/fit/c/72/72/1*VocigxwApYsr1PFZMkgsOw.jpeg" class="avatar-image u-size36x36 u-xs-size32x32" alt="Go to the profile of Eric Johnson"></a></div><div class="postMetaInline postMetaInline-authorLockup ui-captionStrong u-flex1 u-noWrapWithEllipsis"><a class="ds-link ds-link--styleSubtle link link--darken link--accent u-accentColor--textNormal u-accentColor--textDarken" href="https://medium.com/@johnson.eric.d" data-action="show-user-card" data-action-value="1d3290054640" data-action-type="hover" data-user-id="1d3290054640" dir="auto">Eric Johnson</a><div class="ui-caption u-fontSize12 u-baseColor--textNormal u-textColorNormal js-postMetaInlineSupplemental"><time datetime="2025-01-15T21:56:12.824Z">Jan 15</time><span class="middotDivider u-fontSize12"></span><span class="readingTime" title="1 min read"></span></div></div></div></div></div></div><div class="col u-xs-size12of12 js-trackPostPresentation u-paddingLeft12 u-marginBottom15 u-paddingRight12 u-size4of12" data-source="collection_home---4------2-----------------------" data-post-id="078cefd9d112" data-index="2"><div class="u-lineHeightBase postItem"><a href="https://medium.com/google-colab/colab-tools-for-google-sheets-078cefd9d112?source=collection_home---4------2-----------------------" data-action="open-post" data-action-value="https://medium.com/google-colab/colab-tools-for-google-sheets-078cefd9d112?source=collection_home---4------2-----------------------" class="u-block u-xs-height170 u-height172 u-backgroundSizeCover u-backgroundOriginBorderBox u-backgroundColorGrayLight u-borderLighter" style="background-image: url("https://cdn-images-1.medium.com/max/800/0*q2flaofNPFzqXq3j"); background-position: 50% 50% !important;"><span class="u-textScreenReader">Colab Tools for Google Sheets</span></a></div><div class="col u-xs-marginBottom10 u-paddingLeft0 u-paddingRight0 u-paddingTop15 u-marginBottom30"><a class="" href="https://medium.com/google-colab/colab-tools-for-google-sheets-078cefd9d112?source=collection_home---4------2-----------------------" data-action-source="collection_home---4------2-----------------------" data-post-id="078cefd9d112"><h3 class="u-contentSansBold u-lineHeightTightest u-xs-fontSize24 u-paddingBottom2 u-paddingTop5 u-fontSize32"><div class="u-letterSpacingTight u-lineHeightTighter u-breakWord u-textOverflowEllipsis u-lineClamp3 u-fontSize24">Colab Tools for Google Sheets</div></h3><div class="u-contentSansThin u-lineHeightBaseSans u-fontSize24 u-xs-fontSize18 u-textColorNormal u-baseColor--textNormal"><div class="u-fontSize18 u-letterSpacingTight u-lineHeightTight u-marginTop7 u-textColorNormal u-baseColor--textNormal">Article describing two of our new tools for using Google Sheets with Colab: Sheets to Colab and Interactive Sheets</div></div></a><div class="u-clearfix u-marginTop20"><div class="u-flexCenter"><div class="postMetaInline-avatar u-flex0"><a class="link u-baseColor--link avatar" href="https://medium.com/@roryp" data-action="show-user-card" data-action-value="db0ca7cac08a" data-action-type="hover" data-user-id="db0ca7cac08a" dir="auto"><img src="https://cdn-images-1.medium.com/fit/c/72/72/0*rfmEoc5gO7uGZWNd" class="avatar-image u-size36x36 u-xs-size32x32" alt="Go to the profile of Rory Pilgrim"></a></div><div class="postMetaInline postMetaInline-authorLockup ui-captionStrong u-flex1 u-noWrapWithEllipsis"><a class="ds-link ds-link--styleSubtle link link--darken link--accent u-accentColor--textNormal u-accentColor--textDarken" href="https://medium.com/@roryp" data-action="show-user-card" data-action-value="db0ca7cac08a" data-action-type="hover" data-user-id="db0ca7cac08a" dir="auto">Rory Pilgrim</a><div class="ui-caption u-fontSize12 u-baseColor--textNormal u-textColorNormal js-postMetaInlineSupplemental"><time datetime="2024-08-15T20:58:41.191Z">Aug 15, 2024</time><span class="middotDivider u-fontSize12"></span><span class="readingTime" title="2 min read"></span></div></div></div></div></div></div></div></section></div><div class="streamItem streamItem--section js-streamItem"><section class="u-marginTop30 u-xs-margin0 u-marginBottom15 u-maxWidth1032 u-sm-paddingLeft20 u-sm-paddingRight20 u-borderBox u-marginAuto"><div class="row u-marginTop30 u-marginLeftNegative12 u-marginRightNegative12"><div class="col u-xs-size12of12 js-trackPostPresentation u-paddingLeft12 u-marginBottom15 u-paddingRight12 u-size4of12" data-source="collection_home---4------0-----------------------" data-post-id="9b69ffb835d6" data-index="0"><div class="u-lineHeightBase postItem"><a href="https://medium.com/google-colab/colab-pro-and-pro-now-available-via-workspace-9b69ffb835d6?source=collection_home---4------0-----------------------" data-action="open-post" data-action-value="https://medium.com/google-colab/colab-pro-and-pro-now-available-via-workspace-9b69ffb835d6?source=collection_home---4------0-----------------------" class="u-block u-xs-height170 u-height172 u-backgroundSizeCover u-backgroundOriginBorderBox u-backgroundColorGrayLight u-borderLighter" style="background-image: url("https://cdn-images-1.medium.com/max/800/1*d7v6OBqNcZK-RjTqEykYPA.png"); background-position: 50% 50% !important;"><span class="u-textScreenReader">Colab Pro and Pro+ now available via Workspace!</span></a></div><div class="col u-xs-marginBottom10 u-paddingLeft0 u-paddingRight0 u-paddingTop15 u-marginBottom30"><a class="" href="https://medium.com/google-colab/colab-pro-and-pro-now-available-via-workspace-9b69ffb835d6?source=collection_home---4------0-----------------------" data-action-source="collection_home---4------0-----------------------" data-post-id="9b69ffb835d6"><h3 class="u-contentSansBold u-lineHeightTightest u-xs-fontSize24 u-paddingBottom2 u-paddingTop5 u-fontSize32"><div class="u-letterSpacingTight u-lineHeightTighter u-breakWord u-textOverflowEllipsis u-lineClamp3 u-fontSize24">Colab Pro and Pro+ now available via Workspace!</div></h3><div class="u-contentSansThin u-lineHeightBaseSans u-fontSize24 u-xs-fontSize18 u-textColorNormal u-baseColor--textNormal"><div class="u-fontSize18 u-letterSpacingTight u-lineHeightTight u-marginTop7 u-textColorNormal u-baseColor--textNormal">Workspace customers of all shapes and sizes now have the ability to buy Colab Pro and Pro+ licenses for users in their organization via the…</div></div></a><div class="u-clearfix u-marginTop20"><div class="u-flexCenter"><div class="postMetaInline-avatar u-flex0"><a class="link u-baseColor--link avatar" href="https://medium.com/@judemars" data-action="show-user-card" data-action-value="ddb7ce4f2327" data-action-type="hover" data-user-id="ddb7ce4f2327" dir="auto"><img src="https://cdn-images-1.medium.com/fit/c/72/72/0*w66WoejrSSTzcbP7" class="avatar-image u-size36x36 u-xs-size32x32" alt="Go to the profile of Julianne DeMars-Smith"></a></div><div class="postMetaInline postMetaInline-authorLockup ui-captionStrong u-flex1 u-noWrapWithEllipsis"><a class="ds-link ds-link--styleSubtle link link--darken link--accent u-accentColor--textNormal u-accentColor--textDarken" href="https://medium.com/@judemars" data-action="show-user-card" data-action-value="ddb7ce4f2327" data-action-type="hover" data-user-id="ddb7ce4f2327" dir="auto">Julianne DeMars-Smith</a><div class="ui-caption u-fontSize12 u-baseColor--textNormal u-textColorNormal js-postMetaInlineSupplemental"><time datetime="2024-07-11T19:02:15.417Z">Jul 11, 2024</time><span class="middotDivider u-fontSize12"></span><span class="readingTime" title="1 min read"></span></div></div></div></div></div></div><div class="col u-xs-size12of12 js-trackPostPresentation u-paddingLeft12 u-marginBottom15 u-paddingRight12 u-size4of12" data-source="collection_home---4------1-----------------------" data-post-id="709a91555b3c" data-index="1"><div class="u-lineHeightBase postItem"><a href="https://medium.com/google-colab/colab-updated-to-ubuntu-22-04-lts-709a91555b3c?source=collection_home---4------1-----------------------" data-action="open-post" data-action-value="https://medium.com/google-colab/colab-updated-to-ubuntu-22-04-lts-709a91555b3c?source=collection_home---4------1-----------------------" class="u-block u-xs-height170 u-height172 u-backgroundSizeCover u-backgroundOriginBorderBox u-backgroundColorGrayLight u-borderLighter" style="background-image: url("https://cdn-images-1.medium.com/max/800/0*bTHJsL0pdccmA-7i"); background-position: 50% 50% !important;"><span class="u-textScreenReader">Colab Updated to Ubuntu 22.04 LTS</span></a></div><div class="col u-xs-marginBottom10 u-paddingLeft0 u-paddingRight0 u-paddingTop15 u-marginBottom30"><a class="" href="https://medium.com/google-colab/colab-updated-to-ubuntu-22-04-lts-709a91555b3c?source=collection_home---4------1-----------------------" data-action-source="collection_home---4------1-----------------------" data-post-id="709a91555b3c"><h3 class="u-contentSansBold u-lineHeightTightest u-xs-fontSize24 u-paddingBottom2 u-paddingTop5 u-fontSize32"><div class="u-letterSpacingTight u-lineHeightTighter u-breakWord u-textOverflowEllipsis u-lineClamp3 u-fontSize24">Colab Updated to Ubuntu 22.04 LTS</div></h3><div class="u-contentSansThin u-lineHeightBaseSans u-fontSize24 u-xs-fontSize18 u-textColorNormal u-baseColor--textNormal"><div class="u-fontSize18 u-letterSpacingTight u-lineHeightTight u-marginTop7 u-textColorNormal u-baseColor--textNormal">We’re happy to announce that Colab has upgraded its default runtime to Ubuntu 22.04 LTS. You can read more about the distribution changes…</div></div></a><div class="u-clearfix u-marginTop20"><div class="u-flexCenter"><div class="postMetaInline-avatar u-flex0"><a class="link u-baseColor--link avatar" href="https://medium.com/@johnson.eric.d" data-action="show-user-card" data-action-value="1d3290054640" data-action-type="hover" data-user-id="1d3290054640" dir="auto"><img src="https://cdn-images-1.medium.com/fit/c/72/72/1*VocigxwApYsr1PFZMkgsOw.jpeg" class="avatar-image u-size36x36 u-xs-size32x32" alt="Go to the profile of Eric Johnson"></a></div><div class="postMetaInline postMetaInline-authorLockup ui-captionStrong u-flex1 u-noWrapWithEllipsis"><a class="ds-link ds-link--styleSubtle link link--darken link--accent u-accentColor--textNormal u-accentColor--textDarken" href="https://medium.com/@johnson.eric.d" data-action="show-user-card" data-action-value="1d3290054640" data-action-type="hover" data-user-id="1d3290054640" dir="auto">Eric Johnson</a><div class="ui-caption u-fontSize12 u-baseColor--textNormal u-textColorNormal js-postMetaInlineSupplemental"><time datetime="2023-07-19T16:43:21.655Z">Jul 19, 2023</time><span class="middotDivider u-fontSize12"></span><span class="readingTime" title="1 min read"></span></div></div></div></div></div></div><div class="col u-xs-size12of12 js-trackPostPresentation u-paddingLeft12 u-marginBottom15 u-paddingRight12 u-size4of12" data-source="collection_home---4------2-----------------------" data-post-id="5e1918e5234e" data-index="2"><div class="col u-xs-marginBottom10 u-paddingLeft0 u-paddingRight0 u-marginBottom60"><a class="" href="https://medium.com/google-colab/colab-data-visualizations-made-easy-5e1918e5234e?source=collection_home---4------2-----------------------" data-action-source="collection_home---4------2-----------------------" data-post-id="5e1918e5234e"><h3 class="u-contentSansBold u-lineHeightTightest u-xs-fontSize24 u-paddingBottom2 u-paddingTop5 u-fontSize32"><div class="u-letterSpacingTight u-lineHeightTighter u-breakWord u-textOverflowEllipsis u-lineClamp3 u-fontSize24">Colab Data Visualizations Made Easy</div></h3><div class="u-contentSansThin u-lineHeightBaseSans u-fontSize24 u-xs-fontSize18 u-textColorNormal u-baseColor--textNormal"><div class="u-fontSize18 u-letterSpacingTight u-lineHeightTight u-marginTop7 u-textColorNormal u-baseColor--textNormal">If you’ve never found visualizing your data challenging, you can stop reading now. For everyone else, the Google Colab team is excited to…</div></div></a><div class="u-clearfix u-marginTop20"><div class="u-flexCenter"><div class="postMetaInline-avatar u-flex0"><a class="link u-baseColor--link avatar" href="https://medium.com/@mco-blog" data-action="show-user-card" data-action-value="14a828f24ca2" data-action-type="hover" data-user-id="14a828f24ca2" dir="auto"><img src="https://cdn-images-1.medium.com/fit/c/72/72/1*uy9EUnfgReMHwBs7WBb3Jg.jpeg" class="avatar-image u-size36x36 u-xs-size32x32" alt="Go to the profile of Marc Cohen"></a></div><div class="postMetaInline postMetaInline-authorLockup ui-captionStrong u-flex1 u-noWrapWithEllipsis"><a class="ds-link ds-link--styleSubtle link link--darken link--accent u-accentColor--textNormal u-accentColor--textDarken" href="https://medium.com/@mco-blog" data-action="show-user-card" data-action-value="14a828f24ca2" data-action-type="hover" data-user-id="14a828f24ca2" dir="auto">Marc Cohen</a><div class="ui-caption u-fontSize12 u-baseColor--textNormal u-textColorNormal js-postMetaInlineSupplemental"><time datetime="2023-07-18T16:40:52.728Z">Jul 18, 2023</time><span class="middotDivider u-fontSize12"></span><span class="readingTime" title="1 min read"></span></div></div></div></div></div></div></div><div class="row u-marginTop30 u-marginLeftNegative12 u-marginRightNegative12"><div class="col u-xs-size12of12 js-trackPostPresentation u-paddingLeft12 u-marginBottom15 u-paddingRight12 u-size4of12" data-source="collection_home---4------3-----------------------" data-post-id="fbad61b40882" data-index="3"><div class="u-lineHeightBase postItem"><a href="https://medium.com/google-colab/two-new-ways-to-manage-cell-execution-fbad61b40882?source=collection_home---4------3-----------------------" data-action="open-post" data-action-value="https://medium.com/google-colab/two-new-ways-to-manage-cell-execution-fbad61b40882?source=collection_home---4------3-----------------------" class="u-block u-xs-height170 u-height172 u-backgroundSizeCover u-backgroundOriginBorderBox u-backgroundColorGrayLight u-borderLighter" style="background-image: url("https://cdn-images-1.medium.com/max/800/1*qCv__p3EsHG_DZSvmLeRZQ.png"); background-position: 50% 50% !important;"><span class="u-textScreenReader">Two New Ways to Manage Cell Execution</span></a></div><div class="col u-xs-marginBottom10 u-paddingLeft0 u-paddingRight0 u-paddingTop15 u-marginBottom30"><a class="" href="https://medium.com/google-colab/two-new-ways-to-manage-cell-execution-fbad61b40882?source=collection_home---4------3-----------------------" data-action-source="collection_home---4------3-----------------------" data-post-id="fbad61b40882"><h3 class="u-contentSansBold u-lineHeightTightest u-xs-fontSize24 u-paddingBottom2 u-paddingTop5 u-fontSize32"><div class="u-letterSpacingTight u-lineHeightTighter u-breakWord u-textOverflowEllipsis u-lineClamp3 u-fontSize24">Two New Ways to Manage Cell Execution</div></h3><div class="u-contentSansThin u-lineHeightBaseSans u-fontSize24 u-xs-fontSize18 u-textColorNormal u-baseColor--textNormal"><div class="u-fontSize18 u-letterSpacingTight u-lineHeightTight u-marginTop7 u-textColorNormal u-baseColor--textNormal">We’ve recently introduced two new features to make it easier to control how and when to run your code cells:</div></div></a><div class="u-clearfix u-marginTop20"><div class="u-flexCenter"><div class="postMetaInline-avatar u-flex0"><a class="link u-baseColor--link avatar" href="https://medium.com/@mco-blog" data-action="show-user-card" data-action-value="14a828f24ca2" data-action-type="hover" data-user-id="14a828f24ca2" dir="auto"><img src="https://cdn-images-1.medium.com/fit/c/72/72/1*uy9EUnfgReMHwBs7WBb3Jg.jpeg" class="avatar-image u-size36x36 u-xs-size32x32" alt="Go to the profile of Marc Cohen"></a></div><div class="postMetaInline postMetaInline-authorLockup ui-captionStrong u-flex1 u-noWrapWithEllipsis"><a class="ds-link ds-link--styleSubtle link link--darken link--accent u-accentColor--textNormal u-accentColor--textDarken" href="https://medium.com/@mco-blog" data-action="show-user-card" data-action-value="14a828f24ca2" data-action-type="hover" data-user-id="14a828f24ca2" dir="auto">Marc Cohen</a><div class="ui-caption u-fontSize12 u-baseColor--textNormal u-textColorNormal js-postMetaInlineSupplemental"><time datetime="2023-07-06T14:24:34.267Z">Jul 6, 2023</time><span class="middotDivider u-fontSize12"></span><span class="readingTime" title="2 min read"></span></div></div></div></div></div></div><div class="col u-xs-size12of12 js-trackPostPresentation u-paddingLeft12 u-marginBottom15 u-paddingRight12 u-size4of12" data-source="collection_home---4------4-----------------------" data-post-id="bb93f88b5021" data-index="4"><div class="u-lineHeightBase postItem"><a href="https://medium.com/google-colab/a-better-way-to-use-google-cloud-from-colab-bb93f88b5021?source=collection_home---4------4-----------------------" data-action="open-post" data-action-value="https://medium.com/google-colab/a-better-way-to-use-google-cloud-from-colab-bb93f88b5021?source=collection_home---4------4-----------------------" class="u-block u-xs-height170 u-height172 u-backgroundSizeCover u-backgroundOriginBorderBox u-backgroundColorGrayLight u-borderLighter" style="background-image: url("https://cdn-images-1.medium.com/max/800/0*SsBZTw8ePeH59hdH"); background-position: 50% 50% !important;"><span class="u-textScreenReader">A Better Way to Use Google Cloud from Colab</span></a></div><div class="col u-xs-marginBottom10 u-paddingLeft0 u-paddingRight0 u-paddingTop15 u-marginBottom30"><a class="" href="https://medium.com/google-colab/a-better-way-to-use-google-cloud-from-colab-bb93f88b5021?source=collection_home---4------4-----------------------" data-action-source="collection_home---4------4-----------------------" data-post-id="bb93f88b5021"><h3 class="u-contentSansBold u-lineHeightTightest u-xs-fontSize24 u-paddingBottom2 u-paddingTop5 u-fontSize32"><div class="u-letterSpacingTight u-lineHeightTighter u-breakWord u-textOverflowEllipsis u-lineClamp3 u-fontSize24">A Better Way to Use Google Cloud from Colab</div></h3><div class="u-contentSansThin u-lineHeightBaseSans u-fontSize24 u-xs-fontSize18 u-textColorNormal u-baseColor--textNormal"><div class="u-fontSize18 u-letterSpacingTight u-lineHeightTight u-marginTop7 u-textColorNormal u-baseColor--textNormal">One of the best things about Colab is low friction. You open a notebook and Colab knows who you are based on your current Google account —…</div></div></a><div class="u-clearfix u-marginTop20"><div class="u-flexCenter"><div class="postMetaInline-avatar u-flex0"><a class="link u-baseColor--link avatar" href="https://medium.com/@PicardParis" data-action="show-user-card" data-action-value="6be63961431c" data-action-type="hover" data-user-id="6be63961431c" dir="auto"><img src="https://cdn-images-1.medium.com/fit/c/72/72/1*OMNmXavx5hd7qUUZxNYLhA.jpeg" class="avatar-image u-size36x36 u-xs-size32x32" alt="Go to the profile of Laurent Picard"></a></div><div class="postMetaInline postMetaInline-authorLockup ui-captionStrong u-flex1 u-noWrapWithEllipsis"><a class="ds-link ds-link--styleSubtle link link--darken link--accent u-accentColor--textNormal u-accentColor--textDarken" href="https://medium.com/@PicardParis" data-action="show-user-card" data-action-value="6be63961431c" data-action-type="hover" data-user-id="6be63961431c" dir="auto">Laurent Picard</a><div class="ui-caption u-fontSize12 u-baseColor--textNormal u-textColorNormal js-postMetaInlineSupplemental"><time datetime="2023-06-13T18:23:54.271Z">Jun 13, 2023</time><span class="middotDivider u-fontSize12"></span><span class="readingTime" title="2 min read"></span></div></div></div></div></div></div><div class="col u-xs-size12of12 js-trackPostPresentation u-paddingLeft12 u-marginBottom15 u-paddingRight12 u-size4of12" data-source="collection_home---4------5-----------------------" data-post-id="d23b372de313" data-index="5"><div class="u-lineHeightBase postItem"><a href="https://medium.com/google-colab/noteworthy-notebooks-3-analyzing-a-bank-failure-with-colab-d23b372de313?source=collection_home---4------5-----------------------" data-action="open-post" data-action-value="https://medium.com/google-colab/noteworthy-notebooks-3-analyzing-a-bank-failure-with-colab-d23b372de313?source=collection_home---4------5-----------------------" class="u-block u-xs-height170 u-height172 u-backgroundSizeCover u-backgroundOriginBorderBox u-backgroundColorGrayLight u-borderLighter" style="background-image: url("https://cdn-images-1.medium.com/max/800/0*73G6L52YqR6vgz3K"); background-position: 50% 50% !important;"><span class="u-textScreenReader">Noteworthy Notebooks #3 — Analyzing a Bank Failure with Colab</span></a></div><div class="col u-xs-marginBottom10 u-paddingLeft0 u-paddingRight0 u-paddingTop15 u-marginBottom30"><a class="" href="https://medium.com/google-colab/noteworthy-notebooks-3-analyzing-a-bank-failure-with-colab-d23b372de313?source=collection_home---4------5-----------------------" data-action-source="collection_home---4------5-----------------------" data-post-id="d23b372de313"><h3 class="u-contentSansBold u-lineHeightTightest u-xs-fontSize24 u-paddingBottom2 u-paddingTop5 u-fontSize32"><div class="u-letterSpacingTight u-lineHeightTighter u-breakWord u-textOverflowEllipsis u-lineClamp3 u-fontSize24">Noteworthy Notebooks #3 — Analyzing a Bank Failure with Colab</div></h3><div class="u-contentSansThin u-lineHeightBaseSans u-fontSize24 u-xs-fontSize18 u-textColorNormal u-baseColor--textNormal"><div class="u-fontSize18 u-letterSpacingTight u-lineHeightTight u-marginTop7 u-textColorNormal u-baseColor--textNormal">A well crafted notebook is a kind of living textbook and this is a great example. Professor Ashwin Rao of Stanford University has authored…</div></div></a><div class="u-clearfix u-marginTop20"><div class="u-flexCenter"><div class="postMetaInline-avatar u-flex0"><a class="link u-baseColor--link avatar" href="https://medium.com/@mco-blog" data-action="show-user-card" data-action-value="14a828f24ca2" data-action-type="hover" data-user-id="14a828f24ca2" dir="auto"><img src="https://cdn-images-1.medium.com/fit/c/72/72/1*uy9EUnfgReMHwBs7WBb3Jg.jpeg" class="avatar-image u-size36x36 u-xs-size32x32" alt="Go to the profile of Marc Cohen"></a></div><div class="postMetaInline postMetaInline-authorLockup ui-captionStrong u-flex1 u-noWrapWithEllipsis"><a class="ds-link ds-link--styleSubtle link link--darken link--accent u-accentColor--textNormal u-accentColor--textDarken" href="https://medium.com/@mco-blog" data-action="show-user-card" data-action-value="14a828f24ca2" data-action-type="hover" data-user-id="14a828f24ca2" dir="auto">Marc Cohen</a><div class="ui-caption u-fontSize12 u-baseColor--textNormal u-textColorNormal js-postMetaInlineSupplemental"><time datetime="2023-05-08T18:11:25.335Z">May 8, 2023</time><span class="middotDivider u-fontSize12"></span><span class="readingTime" title="1 min read"></span></div></div></div></div></div></div></div><div class="row u-marginTop30 u-marginLeftNegative12 u-marginRightNegative12"><div class="col u-xs-size12of12 js-trackPostPresentation u-paddingLeft12 u-marginBottom15 u-paddingRight12 u-size4of12" data-source="collection_home---4------6-----------------------" data-post-id="a7a629a630dc" data-index="6"><div class="u-lineHeightBase postItem"><a href="https://medium.com/google-colab/10-minutes-to-pandas-now-in-colab-a7a629a630dc?source=collection_home---4------6-----------------------" data-action="open-post" data-action-value="https://medium.com/google-colab/10-minutes-to-pandas-now-in-colab-a7a629a630dc?source=collection_home---4------6-----------------------" class="u-block u-xs-height170 u-height172 u-backgroundSizeCover u-backgroundOriginBorderBox u-backgroundColorGrayLight u-borderLighter" style="background-image: url("https://cdn-images-1.medium.com/max/800/0*OAY2-eKeFD6DW6AK"); background-position: 50% 50% !important;"><span class="u-textScreenReader">10 Minutes to Pandas — now in Colab!</span></a></div><div class="col u-xs-marginBottom10 u-paddingLeft0 u-paddingRight0 u-paddingTop15 u-marginBottom30"><a class="" href="https://medium.com/google-colab/10-minutes-to-pandas-now-in-colab-a7a629a630dc?source=collection_home---4------6-----------------------" data-action-source="collection_home---4------6-----------------------" data-post-id="a7a629a630dc"><h3 class="u-contentSansBold u-lineHeightTightest u-xs-fontSize24 u-paddingBottom2 u-paddingTop5 u-fontSize32"><div class="u-letterSpacingTight u-lineHeightTighter u-breakWord u-textOverflowEllipsis u-lineClamp3 u-fontSize24">10 Minutes to Pandas — now in Colab!</div></h3><div class="u-contentSansThin u-lineHeightBaseSans u-fontSize24 u-xs-fontSize18 u-textColorNormal u-baseColor--textNormal"><div class="u-fontSize18 u-letterSpacingTight u-lineHeightTight u-marginTop7 u-textColorNormal u-baseColor--textNormal">Pandas is a widely used open source Python package for data science, data engineering, analytics, machine learning. It’s built on top of…</div></div></a><div class="u-clearfix u-marginTop20"><div class="u-flexCenter"><div class="postMetaInline-avatar u-flex0"><a class="link u-baseColor--link avatar" href="https://medium.com/@mco-blog" data-action="show-user-card" data-action-value="14a828f24ca2" data-action-type="hover" data-user-id="14a828f24ca2" dir="auto"><img src="https://cdn-images-1.medium.com/fit/c/72/72/1*uy9EUnfgReMHwBs7WBb3Jg.jpeg" class="avatar-image u-size36x36 u-xs-size32x32" alt="Go to the profile of Marc Cohen"></a></div><div class="postMetaInline postMetaInline-authorLockup ui-captionStrong u-flex1 u-noWrapWithEllipsis"><a class="ds-link ds-link--styleSubtle link link--darken link--accent u-accentColor--textNormal u-accentColor--textDarken" href="https://medium.com/@mco-blog" data-action="show-user-card" data-action-value="14a828f24ca2" data-action-type="hover" data-user-id="14a828f24ca2" dir="auto">Marc Cohen</a><div class="ui-caption u-fontSize12 u-baseColor--textNormal u-textColorNormal js-postMetaInlineSupplemental"><time datetime="2023-05-02T20:04:53.232Z">May 2, 2023</time><span class="middotDivider u-fontSize12"></span><span class="readingTime" title="1 min read"></span></div></div></div></div></div></div><div class="col u-xs-size12of12 js-trackPostPresentation u-paddingLeft12 u-marginBottom15 u-paddingRight12 u-size4of12" data-source="collection_home---4------7-----------------------" data-post-id="27eb02daa162" data-index="7"><div class="u-lineHeightBase postItem"><a href="https://medium.com/google-colab/colab-updated-to-python-3-10-27eb02daa162?source=collection_home---4------7-----------------------" data-action="open-post" data-action-value="https://medium.com/google-colab/colab-updated-to-python-3-10-27eb02daa162?source=collection_home---4------7-----------------------" class="u-block u-xs-height170 u-height172 u-backgroundSizeCover u-backgroundOriginBorderBox u-backgroundColorGrayLight u-borderLighter" style="background-image: url("https://cdn-images-1.medium.com/max/800/0*0uGVTJTSYZ991RUJ"); background-position: 50% 50% !important;"><span class="u-textScreenReader">Colab Updated to Python 3.10</span></a></div><div class="col u-xs-marginBottom10 u-paddingLeft0 u-paddingRight0 u-paddingTop15 u-marginBottom30"><a class="" href="https://medium.com/google-colab/colab-updated-to-python-3-10-27eb02daa162?source=collection_home---4------7-----------------------" data-action-source="collection_home---4------7-----------------------" data-post-id="27eb02daa162"><h3 class="u-contentSansBold u-lineHeightTightest u-xs-fontSize24 u-paddingBottom2 u-paddingTop5 u-fontSize32"><div class="u-letterSpacingTight u-lineHeightTighter u-breakWord u-textOverflowEllipsis u-lineClamp3 u-fontSize24">Colab Updated to Python 3.10</div></h3><div class="u-contentSansThin u-lineHeightBaseSans u-fontSize24 u-xs-fontSize18 u-textColorNormal u-baseColor--textNormal"><div class="u-fontSize18 u-letterSpacingTight u-lineHeightTight u-marginTop7 u-textColorNormal u-baseColor--textNormal">We’re happy to announce that Colab has upgraded its default runtime to Python version 3.10. You can read more about the language changes…</div></div></a><div class="u-clearfix u-marginTop20"><div class="u-flexCenter"><div class="postMetaInline-avatar u-flex0"><a class="link u-baseColor--link avatar" href="https://medium.com/@johnson.eric.d" data-action="show-user-card" data-action-value="1d3290054640" data-action-type="hover" data-user-id="1d3290054640" dir="auto"><img src="https://cdn-images-1.medium.com/fit/c/72/72/1*VocigxwApYsr1PFZMkgsOw.jpeg" class="avatar-image u-size36x36 u-xs-size32x32" alt="Go to the profile of Eric Johnson"></a></div><div class="postMetaInline postMetaInline-authorLockup ui-captionStrong u-flex1 u-noWrapWithEllipsis"><a class="ds-link ds-link--styleSubtle link link--darken link--accent u-accentColor--textNormal u-accentColor--textDarken" href="https://medium.com/@johnson.eric.d" data-action="show-user-card" data-action-value="1d3290054640" data-action-type="hover" data-user-id="1d3290054640" dir="auto">Eric Johnson</a><div class="ui-caption u-fontSize12 u-baseColor--textNormal u-textColorNormal js-postMetaInlineSupplemental"><time datetime="2023-04-27T17:36:50.613Z">Apr 27, 2023</time><span class="middotDivider u-fontSize12"></span><span class="readingTime" title="1 min read"></span></div></div></div></div></div></div><div class="col u-xs-size12of12 js-trackPostPresentation u-paddingLeft12 u-marginBottom15 u-paddingRight12 u-size4of12" data-source="collection_home---4------8-----------------------" data-post-id="722d91e05e7c" data-index="8"><div class="u-lineHeightBase postItem"><a href="https://medium.com/google-colab/hugging-face-notebooks-x-colab-722d91e05e7c?source=collection_home---4------8-----------------------" data-action="open-post" data-action-value="https://medium.com/google-colab/hugging-face-notebooks-x-colab-722d91e05e7c?source=collection_home---4------8-----------------------" class="u-block u-xs-height170 u-height172 u-backgroundSizeCover u-backgroundOriginBorderBox u-backgroundColorGrayLight u-borderLighter" style="background-image: url("https://cdn-images-1.medium.com/max/800/0*bq5KhzrTbOj4TMgL"); background-position: 50% 50% !important;"><span class="u-textScreenReader">Hugging Face notebooks x Colab🤗</span></a></div><div class="col u-xs-marginBottom10 u-paddingLeft0 u-paddingRight0 u-paddingTop15 u-marginBottom30"><a class="" href="https://medium.com/google-colab/hugging-face-notebooks-x-colab-722d91e05e7c?source=collection_home---4------8-----------------------" data-action-source="collection_home---4------8-----------------------" data-post-id="722d91e05e7c"><h3 class="u-contentSansBold u-lineHeightTightest u-xs-fontSize24 u-paddingBottom2 u-paddingTop5 u-fontSize32"><div class="u-letterSpacingTight u-lineHeightTighter u-breakWord u-textOverflowEllipsis u-lineClamp3 u-fontSize24">Hugging Face notebooks x Colab🤗</div></h3><div class="u-contentSansThin u-lineHeightBaseSans u-fontSize24 u-xs-fontSize18 u-textColorNormal u-baseColor--textNormal"><div class="u-fontSize18 u-letterSpacingTight u-lineHeightTight u-marginTop7 u-textColorNormal u-baseColor--textNormal">With the latest Google Colab release, users can open notebooks hosted on the Hugging Face Hub!</div></div></a><div class="u-clearfix u-marginTop20"><div class="u-flexCenter"><div class="postMetaInline-avatar u-flex0"><a class="link u-baseColor--link avatar" href="https://medium.com/@osanseviero" data-action="show-user-card" data-action-value="3b91f0907f57" data-action-type="hover" data-user-id="3b91f0907f57" dir="auto"><img src="https://cdn-images-1.medium.com/fit/c/72/72/1*_GXzIFY1rVZttG2DdBMWWQ.jpeg" class="avatar-image u-size36x36 u-xs-size32x32" alt="Go to the profile of Omar Sanseviero"></a></div><div class="postMetaInline postMetaInline-authorLockup ui-captionStrong u-flex1 u-noWrapWithEllipsis"><a class="ds-link ds-link--styleSubtle link link--darken link--accent u-accentColor--textNormal u-accentColor--textDarken" href="https://medium.com/@osanseviero" data-action="show-user-card" data-action-value="3b91f0907f57" data-action-type="hover" data-user-id="3b91f0907f57" dir="auto">Omar Sanseviero</a><div class="ui-caption u-fontSize12 u-baseColor--textNormal u-textColorNormal js-postMetaInlineSupplemental"><time datetime="2023-03-17T14:48:45.211Z">Mar 17, 2023</time><span class="middotDivider u-fontSize12"></span><span class="readingTime" title="2 min read"></span></div></div></div></div></div></div></div><div class="row u-marginTop30 u-marginLeftNegative12 u-marginRightNegative12"><div class="col u-xs-size12of12 js-trackPostPresentation u-paddingLeft12 u-marginBottom15 u-paddingRight12 u-size4of12" data-source="collection_home---4------9-----------------------" data-post-id="2593f8b1eb79" data-index="9"><div class="u-lineHeightBase postItem"><a href="https://medium.com/google-colab/colab-updated-to-python-3-9-2593f8b1eb79?source=collection_home---4------9-----------------------" data-action="open-post" data-action-value="https://medium.com/google-colab/colab-updated-to-python-3-9-2593f8b1eb79?source=collection_home---4------9-----------------------" class="u-block u-xs-height170 u-height172 u-backgroundSizeCover u-backgroundOriginBorderBox u-backgroundColorGrayLight u-borderLighter" style="background-image: url("https://cdn-images-1.medium.com/max/800/0*ZBIHuuBDCr_74Em2"); background-position: 50% 50% !important;"><span class="u-textScreenReader">Colab Updated to Python 3.9</span></a></div><div class="col u-xs-marginBottom10 u-paddingLeft0 u-paddingRight0 u-paddingTop15 u-marginBottom30"><a class="" href="https://medium.com/google-colab/colab-updated-to-python-3-9-2593f8b1eb79?source=collection_home---4------9-----------------------" data-action-source="collection_home---4------9-----------------------" data-post-id="2593f8b1eb79"><h3 class="u-contentSansBold u-lineHeightTightest u-xs-fontSize24 u-paddingBottom2 u-paddingTop5 u-fontSize32"><div class="u-letterSpacingTight u-lineHeightTighter u-breakWord u-textOverflowEllipsis u-lineClamp3 u-fontSize24">Colab Updated to Python 3.9</div></h3><div class="u-contentSansThin u-lineHeightBaseSans u-fontSize24 u-xs-fontSize18 u-textColorNormal u-baseColor--textNormal"><div class="u-fontSize18 u-letterSpacingTight u-lineHeightTight u-marginTop7 u-textColorNormal u-baseColor--textNormal">We’re happy to announce that Colab has upgraded its default runtime to Python version 3.9. You can read more about the language changes…</div></div></a><div class="u-clearfix u-marginTop20"><div class="u-flexCenter"><div class="postMetaInline-avatar u-flex0"><a class="link u-baseColor--link avatar" href="https://medium.com/@johnson.eric.d" data-action="show-user-card" data-action-value="1d3290054640" data-action-type="hover" data-user-id="1d3290054640" dir="auto"><img src="https://cdn-images-1.medium.com/fit/c/72/72/1*VocigxwApYsr1PFZMkgsOw.jpeg" class="avatar-image u-size36x36 u-xs-size32x32" alt="Go to the profile of Eric Johnson"></a></div><div class="postMetaInline postMetaInline-authorLockup ui-captionStrong u-flex1 u-noWrapWithEllipsis"><a class="ds-link ds-link--styleSubtle link link--darken link--accent u-accentColor--textNormal u-accentColor--textDarken" href="https://medium.com/@johnson.eric.d" data-action="show-user-card" data-action-value="1d3290054640" data-action-type="hover" data-user-id="1d3290054640" dir="auto">Eric Johnson</a><div class="ui-caption u-fontSize12 u-baseColor--textNormal u-textColorNormal js-postMetaInlineSupplemental"><time datetime="2023-03-08T17:51:49.791Z">Mar 8, 2023</time><span class="middotDivider u-fontSize12"></span><span class="readingTime" title="1 min read"></span></div></div></div></div></div></div><div class="col u-xs-size12of12 js-trackPostPresentation u-paddingLeft12 u-marginBottom15 u-paddingRight12 u-size4of12" data-source="collection_home---4------10-----------------------" data-post-id="d34112d6eb10" data-index="10"><div class="u-lineHeightBase postItem"><a href="https://medium.com/google-colab/colab-updated-to-ubuntu-20-04-lts-d34112d6eb10?source=collection_home---4------10-----------------------" data-action="open-post" data-action-value="https://medium.com/google-colab/colab-updated-to-ubuntu-20-04-lts-d34112d6eb10?source=collection_home---4------10-----------------------" class="u-block u-xs-height170 u-height172 u-backgroundSizeCover u-backgroundOriginBorderBox u-backgroundColorGrayLight u-borderLighter" style="background-image: url("https://cdn-images-1.medium.com/max/800/0*VHh3XtFCa3rxJUfD"); background-position: 50% 50% !important;"><span class="u-textScreenReader">Colab Updated to Ubuntu 20.04 LTS</span></a></div><div class="col u-xs-marginBottom10 u-paddingLeft0 u-paddingRight0 u-paddingTop15 u-marginBottom30"><a class="" href="https://medium.com/google-colab/colab-updated-to-ubuntu-20-04-lts-d34112d6eb10?source=collection_home---4------10-----------------------" data-action-source="collection_home---4------10-----------------------" data-post-id="d34112d6eb10"><h3 class="u-contentSansBold u-lineHeightTightest u-xs-fontSize24 u-paddingBottom2 u-paddingTop5 u-fontSize32"><div class="u-letterSpacingTight u-lineHeightTighter u-breakWord u-textOverflowEllipsis u-lineClamp3 u-fontSize24">Colab Updated to Ubuntu 20.04 LTS</div></h3><div class="u-contentSansThin u-lineHeightBaseSans u-fontSize24 u-xs-fontSize18 u-textColorNormal u-baseColor--textNormal"><div class="u-fontSize18 u-letterSpacingTight u-lineHeightTight u-marginTop7 u-textColorNormal u-baseColor--textNormal">We’re happy to announce that Colab has upgraded its default runtime to Ubuntu 20.04 LTS. You can read more about the distribution changes…</div></div></a><div class="u-clearfix u-marginTop20"><div class="u-flexCenter"><div class="postMetaInline-avatar u-flex0"><a class="link u-baseColor--link avatar" href="https://medium.com/@johnson.eric.d" data-action="show-user-card" data-action-value="1d3290054640" data-action-type="hover" data-user-id="1d3290054640" dir="auto"><img src="https://cdn-images-1.medium.com/fit/c/72/72/1*VocigxwApYsr1PFZMkgsOw.jpeg" class="avatar-image u-size36x36 u-xs-size32x32" alt="Go to the profile of Eric Johnson"></a></div><div class="postMetaInline postMetaInline-authorLockup ui-captionStrong u-flex1 u-noWrapWithEllipsis"><a class="ds-link ds-link--styleSubtle link link--darken link--accent u-accentColor--textNormal u-accentColor--textDarken" href="https://medium.com/@johnson.eric.d" data-action="show-user-card" data-action-value="1d3290054640" data-action-type="hover" data-user-id="1d3290054640" dir="auto">Eric Johnson</a><div class="ui-caption u-fontSize12 u-baseColor--textNormal u-textColorNormal js-postMetaInlineSupplemental"><time datetime="2023-01-17T20:09:22.699Z">Jan 17, 2023</time><span class="middotDivider u-fontSize12"></span><span class="readingTime" title="1 min read"></span></div></div></div></div></div></div><div class="col u-xs-size12of12 js-trackPostPresentation u-paddingLeft12 u-marginBottom15 u-paddingRight12 u-size4of12" data-source="collection_home---4------11-----------------------" data-post-id="827152026eb" data-index="11"><div class="u-lineHeightBase postItem"><a href="https://medium.com/google-colab/colab-bigquery-perfect-together-827152026eb?source=collection_home---4------11-----------------------" data-action="open-post" data-action-value="https://medium.com/google-colab/colab-bigquery-perfect-together-827152026eb?source=collection_home---4------11-----------------------" class="u-block u-xs-height170 u-height172 u-backgroundSizeCover u-backgroundOriginBorderBox u-backgroundColorGrayLight u-borderLighter" style="background-image: url("https://cdn-images-1.medium.com/max/800/0*L7hBvd_u0u7FUzXO"); background-position: 50% 50% !important;"><span class="u-textScreenReader">Colab + BigQuery — Perfect Together</span></a></div><div class="col u-xs-marginBottom10 u-paddingLeft0 u-paddingRight0 u-paddingTop15 u-marginBottom30"><a class="" href="https://medium.com/google-colab/colab-bigquery-perfect-together-827152026eb?source=collection_home---4------11-----------------------" data-action-source="collection_home---4------11-----------------------" data-post-id="827152026eb"><h3 class="u-contentSansBold u-lineHeightTightest u-xs-fontSize24 u-paddingBottom2 u-paddingTop5 u-fontSize32"><div class="u-letterSpacingTight u-lineHeightTighter u-breakWord u-textOverflowEllipsis u-lineClamp3 u-fontSize24">Colab + BigQuery — Perfect Together</div></h3><div class="u-contentSansThin u-lineHeightBaseSans u-fontSize24 u-xs-fontSize18 u-textColorNormal u-baseColor--textNormal"><div class="u-fontSize18 u-letterSpacingTight u-lineHeightTight u-marginTop7 u-textColorNormal u-baseColor--textNormal">Have you heard about Google BigQuery? It’s hard to summarize all of the advantages in one sentence but I’m going to try anyway: BigQuery…</div></div></a><div class="u-clearfix u-marginTop20"><div class="u-flexCenter"><div class="postMetaInline-avatar u-flex0"><a class="link u-baseColor--link avatar" href="https://medium.com/@mco-blog" data-action="show-user-card" data-action-value="14a828f24ca2" data-action-type="hover" data-user-id="14a828f24ca2" dir="auto"><img src="https://cdn-images-1.medium.com/fit/c/72/72/1*uy9EUnfgReMHwBs7WBb3Jg.jpeg" class="avatar-image u-size36x36 u-xs-size32x32" alt="Go to the profile of Marc Cohen"></a></div><div class="postMetaInline postMetaInline-authorLockup ui-captionStrong u-flex1 u-noWrapWithEllipsis"><a class="ds-link ds-link--styleSubtle link link--darken link--accent u-accentColor--textNormal u-accentColor--textDarken" href="https://medium.com/@mco-blog" data-action="show-user-card" data-action-value="14a828f24ca2" data-action-type="hover" data-user-id="14a828f24ca2" dir="auto">Marc Cohen</a><div class="ui-caption u-fontSize12 u-baseColor--textNormal u-textColorNormal js-postMetaInlineSupplemental"><time datetime="2023-01-12T08:47:16.425Z">Jan 12, 2023</time><span class="middotDivider u-fontSize12"></span><span class="readingTime" title="2 min read"></span></div></div></div></div></div></div></div><div class="row u-marginTop30 u-marginLeftNegative12 u-marginRightNegative12"><div class="col u-xs-size12of12 js-trackPostPresentation u-paddingLeft12 u-marginBottom15 u-paddingRight12 u-size4of12" data-source="collection_home---4------12-----------------------" data-post-id="bf315d622ac7" data-index="12"><div class="u-lineHeightBase postItem"><a href="https://medium.com/google-colab/rapids-cudf-for-accelerated-data-science-on-google-colab-bf315d622ac7?source=collection_home---4------12-----------------------" data-action="open-post" data-action-value="https://medium.com/google-colab/rapids-cudf-for-accelerated-data-science-on-google-colab-bf315d622ac7?source=collection_home---4------12-----------------------" class="u-block u-xs-height170 u-height172 u-backgroundSizeCover u-backgroundOriginBorderBox u-backgroundColorGrayLight u-borderLighter" style="background-image: url("https://cdn-images-1.medium.com/max/800/1*3h4jZBahmt4z5AhispsJ_Q.png"); background-position: 50% 50% !important;"><span class="u-textScreenReader">RAPIDS cuDF for accelerated data science on Google Colab</span></a></div><div class="col u-xs-marginBottom10 u-paddingLeft0 u-paddingRight0 u-paddingTop15 u-marginBottom30"><a class="" href="https://medium.com/google-colab/rapids-cudf-for-accelerated-data-science-on-google-colab-bf315d622ac7?source=collection_home---4------12-----------------------" data-action-source="collection_home---4------12-----------------------" data-post-id="bf315d622ac7"><h3 class="u-contentSansBold u-lineHeightTightest u-xs-fontSize24 u-paddingBottom2 u-paddingTop5 u-fontSize32"><div class="u-letterSpacingTight u-lineHeightTighter u-breakWord u-textOverflowEllipsis u-lineClamp3 u-fontSize24">RAPIDS cuDF for accelerated data science on Google Colab</div></h3><div class="u-contentSansThin u-lineHeightBaseSans u-fontSize24 u-xs-fontSize18 u-textColorNormal u-baseColor--textNormal"><div class="u-fontSize18 u-letterSpacingTight u-lineHeightTight u-marginTop7 u-textColorNormal u-baseColor--textNormal">Update: RAPIDS cuDF now instantly accelerates pandas with zero code changes in Google Colab. Try out the tutorial in a Colab notebook…</div></div></a><div class="u-clearfix u-marginTop20"><div class="u-flexCenter"><div class="postMetaInline-avatar u-flex0"><a class="link u-baseColor--link avatar" href="https://medium.com/@realpaulmahler" data-action="show-user-card" data-action-value="882d4e2f528b" data-action-type="hover" data-user-id="882d4e2f528b" dir="auto"><img src="https://cdn-images-1.medium.com/fit/c/72/72/1*HRVMuAmEqg1VQDnkRL0SCg.jpeg" class="avatar-image u-size36x36 u-xs-size32x32" alt="Go to the profile of Paul Mahler"></a></div><div class="postMetaInline postMetaInline-authorLockup ui-captionStrong u-flex1 u-noWrapWithEllipsis"><a class="ds-link ds-link--styleSubtle link link--darken link--accent u-accentColor--textNormal u-accentColor--textDarken" href="https://medium.com/@realpaulmahler" data-action="show-user-card" data-action-value="882d4e2f528b" data-action-type="hover" data-user-id="882d4e2f528b" dir="auto">Paul Mahler</a><div class="ui-caption u-fontSize12 u-baseColor--textNormal u-textColorNormal js-postMetaInlineSupplemental"><time datetime="2022-12-13T10:14:25.266Z">Dec 13, 2022</time><span class="middotDivider u-fontSize12"></span><span class="readingTime" title="3 min read"></span></div></div></div></div></div></div><div class="col u-xs-size12of12 js-trackPostPresentation u-paddingLeft12 u-marginBottom15 u-paddingRight12 u-size4of12" data-source="collection_home---4------13-----------------------" data-post-id="924c12e2e1d6" data-index="13"><div class="u-lineHeightBase postItem"><a href="https://medium.com/google-colab/make-your-dataframes-come-alive-924c12e2e1d6?source=collection_home---4------13-----------------------" data-action="open-post" data-action-value="https://medium.com/google-colab/make-your-dataframes-come-alive-924c12e2e1d6?source=collection_home---4------13-----------------------" class="u-block u-xs-height170 u-height172 u-backgroundSizeCover u-backgroundOriginBorderBox u-backgroundColorGrayLight u-borderLighter" style="background-image: url("https://cdn-images-1.medium.com/max/800/1*VrsGUiLvE-VQcr6VYu3sGQ.gif"); background-position: 50% 50% !important;"><span class="u-textScreenReader">Make your dataframes come alive!</span></a></div><div class="col u-xs-marginBottom10 u-paddingLeft0 u-paddingRight0 u-paddingTop15 u-marginBottom30"><a class="" href="https://medium.com/google-colab/make-your-dataframes-come-alive-924c12e2e1d6?source=collection_home---4------13-----------------------" data-action-source="collection_home---4------13-----------------------" data-post-id="924c12e2e1d6"><h3 class="u-contentSansBold u-lineHeightTightest u-xs-fontSize24 u-paddingBottom2 u-paddingTop5 u-fontSize32"><div class="u-letterSpacingTight u-lineHeightTighter u-breakWord u-textOverflowEllipsis u-lineClamp3 u-fontSize24">Make your dataframes come alive!</div></h3><div class="u-contentSansThin u-lineHeightBaseSans u-fontSize24 u-xs-fontSize18 u-textColorNormal u-baseColor--textNormal"><div class="u-fontSize18 u-letterSpacingTight u-lineHeightTight u-marginTop7 u-textColorNormal u-baseColor--textNormal">Pandas is a wonderful tool for analyzing data in Python but wouldn’t it be nice if your dataframes could be a bit more interactive? Imagine…</div></div></a><div class="u-clearfix u-marginTop20"><div class="u-flexCenter"><div class="postMetaInline-avatar u-flex0"><a class="link u-baseColor--link avatar" href="https://medium.com/@mco-blog" data-action="show-user-card" data-action-value="14a828f24ca2" data-action-type="hover" data-user-id="14a828f24ca2" dir="auto"><img src="https://cdn-images-1.medium.com/fit/c/72/72/1*uy9EUnfgReMHwBs7WBb3Jg.jpeg" class="avatar-image u-size36x36 u-xs-size32x32" alt="Go to the profile of Marc Cohen"></a></div><div class="postMetaInline postMetaInline-authorLockup ui-captionStrong u-flex1 u-noWrapWithEllipsis"><a class="ds-link ds-link--styleSubtle link link--darken link--accent u-accentColor--textNormal u-accentColor--textDarken" href="https://medium.com/@mco-blog" data-action="show-user-card" data-action-value="14a828f24ca2" data-action-type="hover" data-user-id="14a828f24ca2" dir="auto">Marc Cohen</a><div class="ui-caption u-fontSize12 u-baseColor--textNormal u-textColorNormal js-postMetaInlineSupplemental"><time datetime="2022-12-08T18:22:54.049Z">Dec 8, 2022</time><span class="middotDivider u-fontSize12"></span><span class="readingTime" title="2 min read"></span></div></div></div></div></div></div><div class="col u-xs-size12of12 js-trackPostPresentation u-paddingLeft12 u-marginBottom15 u-paddingRight12 u-size4of12" data-source="collection_home---4------14-----------------------" data-post-id="40793f94a054" data-index="14"><div class="u-lineHeightBase postItem"><a href="https://medium.com/google-colab/noteworthy-notebooks-2-winning-wordle-40793f94a054?source=collection_home---4------14-----------------------" data-action="open-post" data-action-value="https://medium.com/google-colab/noteworthy-notebooks-2-winning-wordle-40793f94a054?source=collection_home---4------14-----------------------" class="u-block u-xs-height170 u-height172 u-backgroundSizeCover u-backgroundOriginBorderBox u-backgroundColorGrayLight u-borderLighter" style="background-image: url("https://cdn-images-1.medium.com/max/800/0*6_BOQV8urFUo2LB3"); background-position: 50% 50% !important;"><span class="u-textScreenReader">Noteworthy Notebooks #2 — Winning Wordle</span></a></div><div class="col u-xs-marginBottom10 u-paddingLeft0 u-paddingRight0 u-paddingTop15 u-marginBottom30"><a class="" href="https://medium.com/google-colab/noteworthy-notebooks-2-winning-wordle-40793f94a054?source=collection_home---4------14-----------------------" data-action-source="collection_home---4------14-----------------------" data-post-id="40793f94a054"><h3 class="u-contentSansBold u-lineHeightTightest u-xs-fontSize24 u-paddingBottom2 u-paddingTop5 u-fontSize32"><div class="u-letterSpacingTight u-lineHeightTighter u-breakWord u-textOverflowEllipsis u-lineClamp3 u-fontSize24">Noteworthy Notebooks #2 — Winning Wordle</div></h3><div class="u-contentSansThin u-lineHeightBaseSans u-fontSize24 u-xs-fontSize18 u-textColorNormal u-baseColor--textNormal"><div class="u-fontSize18 u-letterSpacingTight u-lineHeightTight u-marginTop7 u-textColorNormal u-baseColor--textNormal">Today’s featured notebook answers two interesting questions about the viral game sensation known as Wordle:</div></div></a><div class="u-clearfix u-marginTop20"><div class="u-flexCenter"><div class="postMetaInline-avatar u-flex0"><a class="link u-baseColor--link avatar" href="https://medium.com/@mco-blog" data-action="show-user-card" data-action-value="14a828f24ca2" data-action-type="hover" data-user-id="14a828f24ca2" dir="auto"><img src="https://cdn-images-1.medium.com/fit/c/72/72/1*uy9EUnfgReMHwBs7WBb3Jg.jpeg" class="avatar-image u-size36x36 u-xs-size32x32" alt="Go to the profile of Marc Cohen"></a></div><div class="postMetaInline postMetaInline-authorLockup ui-captionStrong u-flex1 u-noWrapWithEllipsis"><a class="ds-link ds-link--styleSubtle link link--darken link--accent u-accentColor--textNormal u-accentColor--textDarken" href="https://medium.com/@mco-blog" data-action="show-user-card" data-action-value="14a828f24ca2" data-action-type="hover" data-user-id="14a828f24ca2" dir="auto">Marc Cohen</a><div class="ui-caption u-fontSize12 u-baseColor--textNormal u-textColorNormal js-postMetaInlineSupplemental"><time datetime="2022-12-02T17:13:02.093Z">Dec 2, 2022</time><span class="middotDivider u-fontSize12"></span><span class="readingTime" title="1 min read"></span></div></div></div></div></div></div></div><div class="row u-marginTop30 u-marginLeftNegative12 u-marginRightNegative12"><div class="col u-xs-size12of12 js-trackPostPresentation u-paddingLeft12 u-marginBottom15 u-paddingRight12 u-size4of12" data-source="collection_home---4------15-----------------------" data-post-id="4922f9970a72" data-index="15"><div class="u-lineHeightBase postItem"><a href="https://medium.com/google-colab/colab-updated-to-python-3-8-4922f9970a72?source=collection_home---4------15-----------------------" data-action="open-post" data-action-value="https://medium.com/google-colab/colab-updated-to-python-3-8-4922f9970a72?source=collection_home---4------15-----------------------" class="u-block u-xs-height170 u-height172 u-backgroundSizeCover u-backgroundOriginBorderBox u-backgroundColorGrayLight u-borderLighter" style="background-image: url("https://cdn-images-1.medium.com/max/800/0*N5OpLrB8dC0-5Rim"); background-position: 50% 50% !important;"><span class="u-textScreenReader">Colab Updated to Python 3.8</span></a></div><div class="col u-xs-marginBottom10 u-paddingLeft0 u-paddingRight0 u-paddingTop15 u-marginBottom30"><a class="" href="https://medium.com/google-colab/colab-updated-to-python-3-8-4922f9970a72?source=collection_home---4------15-----------------------" data-action-source="collection_home---4------15-----------------------" data-post-id="4922f9970a72"><h3 class="u-contentSansBold u-lineHeightTightest u-xs-fontSize24 u-paddingBottom2 u-paddingTop5 u-fontSize32"><div class="u-letterSpacingTight u-lineHeightTighter u-breakWord u-textOverflowEllipsis u-lineClamp3 u-fontSize24">Colab Updated to Python 3.8</div></h3><div class="u-contentSansThin u-lineHeightBaseSans u-fontSize24 u-xs-fontSize18 u-textColorNormal u-baseColor--textNormal"><div class="u-fontSize18 u-letterSpacingTight u-lineHeightTight u-marginTop7 u-textColorNormal u-baseColor--textNormal">We’re happy to announce that Colab has upgraded its default runtime to Python version 3.8. You can read more about the language changes…</div></div></a><div class="u-clearfix u-marginTop20"><div class="u-flexCenter"><div class="postMetaInline-avatar u-flex0"><a class="link u-baseColor--link avatar" href="https://medium.com/@johnson.eric.d" data-action="show-user-card" data-action-value="1d3290054640" data-action-type="hover" data-user-id="1d3290054640" dir="auto"><img src="https://cdn-images-1.medium.com/fit/c/72/72/1*VocigxwApYsr1PFZMkgsOw.jpeg" class="avatar-image u-size36x36 u-xs-size32x32" alt="Go to the profile of Eric Johnson"></a></div><div class="postMetaInline postMetaInline-authorLockup ui-captionStrong u-flex1 u-noWrapWithEllipsis"><a class="ds-link ds-link--styleSubtle link link--darken link--accent u-accentColor--textNormal u-accentColor--textDarken" href="https://medium.com/@johnson.eric.d" data-action="show-user-card" data-action-value="1d3290054640" data-action-type="hover" data-user-id="1d3290054640" dir="auto">Eric Johnson</a><div class="ui-caption u-fontSize12 u-baseColor--textNormal u-textColorNormal js-postMetaInlineSupplemental"><time datetime="2022-11-30T20:37:07.459Z">Nov 30, 2022</time><span class="middotDivider u-fontSize12"></span><span class="readingTime" title="1 min read"></span></div></div></div></div></div></div><div class="col u-xs-size12of12 js-trackPostPresentation u-paddingLeft12 u-marginBottom15 u-paddingRight12 u-size4of12" data-source="collection_home---4------16-----------------------" data-post-id="213c25eaacc4" data-index="16"><div class="u-lineHeightBase postItem"><a href="https://medium.com/google-colab/using-bert-models-in-tensorflow-213c25eaacc4?source=collection_home---4------16-----------------------" data-action="open-post" data-action-value="https://medium.com/google-colab/using-bert-models-in-tensorflow-213c25eaacc4?source=collection_home---4------16-----------------------" class="u-block u-xs-height170 u-height172 u-backgroundSizeCover u-backgroundOriginBorderBox u-backgroundColorGrayLight u-borderLighter" style="background-image: url("https://cdn-images-1.medium.com/max/800/1*PNBAcndyeNYBEa5m2c2ZHA.png"); background-position: 50% 50% !important;"><span class="u-textScreenReader">Using BERT Models in TensorFlow</span></a></div><div class="col u-xs-marginBottom10 u-paddingLeft0 u-paddingRight0 u-paddingTop15 u-marginBottom30"><a class="" href="https://medium.com/google-colab/using-bert-models-in-tensorflow-213c25eaacc4?source=collection_home---4------16-----------------------" data-action-source="collection_home---4------16-----------------------" data-post-id="213c25eaacc4"><h3 class="u-contentSansBold u-lineHeightTightest u-xs-fontSize24 u-paddingBottom2 u-paddingTop5 u-fontSize32"><div class="u-letterSpacingTight u-lineHeightTighter u-breakWord u-textOverflowEllipsis u-lineClamp3 u-fontSize24">Using BERT Models in TensorFlow</div></h3><div class="u-contentSansThin u-lineHeightBaseSans u-fontSize24 u-xs-fontSize18 u-textColorNormal u-baseColor--textNormal"><div class="u-fontSize18 u-letterSpacingTight u-lineHeightTight u-marginTop7 u-textColorNormal u-baseColor--textNormal">Tensorflow Hub makes it easier than ever to use BERT models with preprocessing. Try it in Colab!</div></div></a><div class="u-clearfix u-marginTop20"><div class="u-flexCenter"><div class="postMetaInline-avatar u-flex0"><a class="link u-baseColor--link avatar" href="https://medium.com/@mco-blog" data-action="show-user-card" data-action-value="14a828f24ca2" data-action-type="hover" data-user-id="14a828f24ca2" dir="auto"><img src="https://cdn-images-1.medium.com/fit/c/72/72/1*uy9EUnfgReMHwBs7WBb3Jg.jpeg" class="avatar-image u-size36x36 u-xs-size32x32" alt="Go to the profile of Marc Cohen"></a></div><div class="postMetaInline postMetaInline-authorLockup ui-captionStrong u-flex1 u-noWrapWithEllipsis"><a class="ds-link ds-link--styleSubtle link link--darken link--accent u-accentColor--textNormal u-accentColor--textDarken" href="https://medium.com/@mco-blog" data-action="show-user-card" data-action-value="14a828f24ca2" data-action-type="hover" data-user-id="14a828f24ca2" dir="auto">Marc Cohen</a><div class="ui-caption u-fontSize12 u-baseColor--textNormal u-textColorNormal js-postMetaInlineSupplemental"><time datetime="2022-11-22T21:51:14.251Z">Nov 22, 2022</time><span class="middotDivider u-fontSize12"></span><span class="readingTime" title="7 min read"></span></div></div></div></div></div></div><div class="col u-xs-size12of12 js-trackPostPresentation u-paddingLeft12 u-marginBottom15 u-paddingRight12 u-size4of12" data-source="collection_home---4------17-----------------------" data-post-id="3a6d10f50d36" data-index="17"><div class="col u-xs-marginBottom10 u-paddingLeft0 u-paddingRight0 u-marginBottom60"><a class="" href="https://medium.com/google-colab/welcome-to-the-official-google-colab-blog-3a6d10f50d36?source=collection_home---4------17-----------------------" data-action-source="collection_home---4------17-----------------------" data-post-id="3a6d10f50d36"><h3 class="u-contentSansBold u-lineHeightTightest u-xs-fontSize24 u-paddingBottom2 u-paddingTop5 u-fontSize32"><div class="u-letterSpacingTight u-lineHeightTighter u-breakWord u-textOverflowEllipsis u-lineClamp3 u-fontSize24">Welcome to the official Google Colab blog!</div></h3><div class="u-contentSansThin u-lineHeightBaseSans u-fontSize24 u-xs-fontSize18 u-textColorNormal u-baseColor--textNormal"><div class="u-fontSize18 u-letterSpacingTight u-lineHeightTight u-marginTop7 u-textColorNormal u-baseColor--textNormal">Click the Follow button to stay informed about product announcements, best practices, and featured notebooks. And let us know if you have a…</div></div></a><div class="u-clearfix u-marginTop20"><div class="u-flexCenter"><div class="postMetaInline-avatar u-flex0"><a class="link u-baseColor--link avatar" href="https://medium.com/@mco-blog" data-action="show-user-card" data-action-value="14a828f24ca2" data-action-type="hover" data-user-id="14a828f24ca2" dir="auto"><img src="https://cdn-images-1.medium.com/fit/c/72/72/1*uy9EUnfgReMHwBs7WBb3Jg.jpeg" class="avatar-image u-size36x36 u-xs-size32x32" alt="Go to the profile of Marc Cohen"></a></div><div class="postMetaInline postMetaInline-authorLockup ui-captionStrong u-flex1 u-noWrapWithEllipsis"><a class="ds-link ds-link--styleSubtle link link--darken link--accent u-accentColor--textNormal u-accentColor--textDarken" href="https://medium.com/@mco-blog" data-action="show-user-card" data-action-value="14a828f24ca2" data-action-type="hover" data-user-id="14a828f24ca2" dir="auto">Marc Cohen</a><div class="ui-caption u-fontSize12 u-baseColor--textNormal 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