williamleif
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"name": "William L Hamilton",
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"description": "Assistant Professor at McGill University and Mila, working on machine learning, NLP, and network analysis.",
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{
"name": "GraphSAGE",
"description": "Representation learning on large graphs using stochastic graph convolutions.",
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"name": "graphsage-simple",
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{
"name": "histwords",
"description": "Collection of tools for building diachronic/historical word vectors",
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"name": "socialsent",
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{
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"\n <div class=\"d-flex v-align-middle mr-2\">\n <span data-view-component=\"true\" class=\"position-relative\"><a id=\"92752848\" href=\"/williamleif/GraphSAGE\" data-view-component=\"true\" class=\"min-width-0 Link text-bold flex-auto wb-break-all\"><span class=\"repo\">\n GraphSAGE\n </span></a> <tool-tip id=\"tooltip-d11f5a69-1146-450e-af5d-ade2b7ae3c8e\" for=\"92752848\" popover=\"manual\" data-direction=\"n\" data-type=\"description\" data-view-component=\"true\" class=\"sr-only position-absolute\">GraphSAGE</tool-tip></span> <span class=\"flex-auto text-right\">\n <span></span><span class=\"Label Label--secondary v-align-middle \">Public</span>\n </span>\n </div>\n\n\n <p class=\"pinned-item-desc color-fg-muted text-small d-block mt-2 mb-3\">\n Representation learning on large graphs using stochastic graph convolutions.\n </p>\n\n <p class=\"mb-0 f6 color-fg-muted\">\n <span class=\"d-inline-block mr-3\">\n <span class=\"repo-language-color\" style=\"background-color: #3572A5\"></span>\n <span itemprop=\"programmingLanguage\">Python</span>\n</span>\n\n <a href=\"/williamleif/GraphSAGE/stargazers\" class=\"pinned-item-meta Link--muted\">\n <svg aria-label=\"stars\" role=\"img\" height=\"16\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" data-view-component=\"true\" class=\"octicon octicon-star\">\n <path d=\"M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25Zm0 2.445L6.615 5.5a.75.75 0 0 1-.564.41l-3.097.45 2.24 2.184a.75.75 0 0 1 .216.664l-.528 3.084 2.769-1.456a.75.75 0 0 1 .698 0l2.77 1.456-.53-3.084a.75.75 0 0 1 .216-.664l2.24-2.183-3.096-.45a.75.75 0 0 1-.564-.41L8 2.694Z\"></path>\n</svg>\n 3.6k\n </a>\n <a href=\"/williamleif/GraphSAGE/forks\" class=\"pinned-item-meta Link--muted\">\n <svg aria-label=\"forks\" role=\"img\" height=\"16\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" data-view-component=\"true\" class=\"octicon octicon-repo-forked\">\n <path d=\"M5 5.372v.878c0 .414.336.75.75.75h4.5a.75.75 0 0 0 .75-.75v-.878a2.25 2.25 0 1 1 1.5 0v.878a2.25 2.25 0 0 1-2.25 2.25h-1.5v2.128a2.251 2.251 0 1 1-1.5 0V8.5h-1.5A2.25 2.25 0 0 1 3.5 6.25v-.878a2.25 2.25 0 1 1 1.5 0ZM5 3.25a.75.75 0 1 0-1.5 0 .75.75 0 0 0 1.5 0Zm6.75.75a.75.75 0 1 0 0-1.5.75.75 0 0 0 0 1.5Zm-3 8.75a.75.75 0 1 0-1.5 0 .75.75 0 0 0 1.5 0Z\"></path>\n</svg>\n 849\n </a>\n </p>\n ",
"\n <div class=\"d-flex v-align-middle mr-2\">\n <span data-view-component=\"true\" class=\"position-relative\"><a id=\"114813755\" href=\"/williamleif/graphsage-simple\" data-view-component=\"true\" class=\"min-width-0 Link text-bold flex-auto wb-break-all\"><span class=\"repo\">\n graphsage-simple\n </span></a> <tool-tip id=\"tooltip-8992c0da-1d8d-4405-8cdd-c9c6d2734e73\" for=\"114813755\" popover=\"manual\" data-direction=\"n\" data-type=\"description\" data-view-component=\"true\" class=\"sr-only position-absolute\">graphsage-simple</tool-tip></span> <span class=\"flex-auto text-right\">\n <span></span><span class=\"Label Label--secondary v-align-middle \">Public</span>\n </span>\n </div>\n\n\n <p class=\"pinned-item-desc color-fg-muted text-small d-block mt-2 mb-3\">\n Simple reference implementation of GraphSAGE. \n </p>\n\n <p class=\"mb-0 f6 color-fg-muted\">\n <span class=\"d-inline-block mr-3\">\n <span class=\"repo-language-color\" style=\"background-color: #3572A5\"></span>\n <span itemprop=\"programmingLanguage\">Python</span>\n</span>\n\n <a href=\"/williamleif/graphsage-simple/stargazers\" class=\"pinned-item-meta Link--muted\">\n <svg aria-label=\"stars\" role=\"img\" height=\"16\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" data-view-component=\"true\" class=\"octicon octicon-star\">\n <path d=\"M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25Zm0 2.445L6.615 5.5a.75.75 0 0 1-.564.41l-3.097.45 2.24 2.184a.75.75 0 0 1 .216.664l-.528 3.084 2.769-1.456a.75.75 0 0 1 .698 0l2.77 1.456-.53-3.084a.75.75 0 0 1 .216-.664l2.24-2.183-3.096-.45a.75.75 0 0 1-.564-.41L8 2.694Z\"></path>\n</svg>\n 1k\n </a>\n <a href=\"/williamleif/graphsage-simple/forks\" class=\"pinned-item-meta Link--muted\">\n <svg aria-label=\"forks\" role=\"img\" height=\"16\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" data-view-component=\"true\" class=\"octicon octicon-repo-forked\">\n <path d=\"M5 5.372v.878c0 .414.336.75.75.75h4.5a.75.75 0 0 0 .75-.75v-.878a2.25 2.25 0 1 1 1.5 0v.878a2.25 2.25 0 0 1-2.25 2.25h-1.5v2.128a2.251 2.251 0 1 1-1.5 0V8.5h-1.5A2.25 2.25 0 0 1 3.5 6.25v-.878a2.25 2.25 0 1 1 1.5 0ZM5 3.25a.75.75 0 1 0-1.5 0 .75.75 0 0 0 1.5 0Zm6.75.75a.75.75 0 1 0 0-1.5.75.75 0 0 0 0 1.5Zm-3 8.75a.75.75 0 1 0-1.5 0 .75.75 0 0 0 1.5 0Z\"></path>\n</svg>\n 247\n </a>\n </p>\n ",
"\n <div class=\"d-flex v-align-middle mr-2\">\n <span data-view-component=\"true\" class=\"position-relative\"><a id=\"59907978\" href=\"/williamleif/histwords\" data-view-component=\"true\" class=\"min-width-0 Link text-bold flex-auto wb-break-all\"><span class=\"repo\">\n histwords\n </span></a> <tool-tip id=\"tooltip-71ddbae6-e058-449c-aee7-a90c5ee7122f\" for=\"59907978\" popover=\"manual\" data-direction=\"n\" data-type=\"description\" data-view-component=\"true\" class=\"sr-only position-absolute\">histwords</tool-tip></span> <span class=\"flex-auto text-right\">\n <span></span><span class=\"Label Label--secondary v-align-middle \">Public</span>\n </span>\n </div>\n\n\n <p class=\"pinned-item-desc color-fg-muted text-small d-block mt-2 mb-3\">\n Collection of tools for building diachronic/historical word vectors \n </p>\n\n <p class=\"mb-0 f6 color-fg-muted\">\n <span class=\"d-inline-block mr-3\">\n <span class=\"repo-language-color\" style=\"background-color: #3572A5\"></span>\n <span itemprop=\"programmingLanguage\">Python</span>\n</span>\n\n <a href=\"/williamleif/histwords/stargazers\" class=\"pinned-item-meta Link--muted\">\n <svg aria-label=\"stars\" role=\"img\" height=\"16\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" data-view-component=\"true\" class=\"octicon octicon-star\">\n <path d=\"M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25Zm0 2.445L6.615 5.5a.75.75 0 0 1-.564.41l-3.097.45 2.24 2.184a.75.75 0 0 1 .216.664l-.528 3.084 2.769-1.456a.75.75 0 0 1 .698 0l2.77 1.456-.53-3.084a.75.75 0 0 1 .216-.664l2.24-2.183-3.096-.45a.75.75 0 0 1-.564-.41L8 2.694Z\"></path>\n</svg>\n 443\n </a>\n <a href=\"/williamleif/histwords/forks\" class=\"pinned-item-meta Link--muted\">\n <svg aria-label=\"forks\" role=\"img\" height=\"16\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" data-view-component=\"true\" class=\"octicon octicon-repo-forked\">\n <path d=\"M5 5.372v.878c0 .414.336.75.75.75h4.5a.75.75 0 0 0 .75-.75v-.878a2.25 2.25 0 1 1 1.5 0v.878a2.25 2.25 0 0 1-2.25 2.25h-1.5v2.128a2.251 2.251 0 1 1-1.5 0V8.5h-1.5A2.25 2.25 0 0 1 3.5 6.25v-.878a2.25 2.25 0 1 1 1.5 0ZM5 3.25a.75.75 0 1 0-1.5 0 .75.75 0 0 0 1.5 0Zm6.75.75a.75.75 0 1 0 0-1.5.75.75 0 0 0 0 1.5Zm-3 8.75a.75.75 0 1 0-1.5 0 .75.75 0 0 0 1.5 0Z\"></path>\n</svg>\n 94\n </a>\n </p>\n ",
"\n <div class=\"d-flex v-align-middle mr-2\">\n <span data-view-component=\"true\" class=\"position-relative\"><a id=\"60218600\" href=\"/williamleif/socialsent\" data-view-component=\"true\" class=\"min-width-0 Link text-bold flex-auto wb-break-all\"><span class=\"repo\">\n socialsent\n </span></a> <tool-tip id=\"tooltip-25d6041b-4e41-46a6-8559-afcbba441f92\" for=\"60218600\" popover=\"manual\" data-direction=\"n\" data-type=\"description\" data-view-component=\"true\" class=\"sr-only position-absolute\">socialsent</tool-tip></span> <span class=\"flex-auto text-right\">\n <span></span><span class=\"Label Label--secondary v-align-middle \">Public</span>\n </span>\n </div>\n\n\n <p class=\"pinned-item-desc color-fg-muted text-small d-block mt-2 mb-3\">\n Code and data for inducing domain-specific sentiment lexicons.\n </p>\n\n <p class=\"mb-0 f6 color-fg-muted\">\n <span class=\"d-inline-block mr-3\">\n <span class=\"repo-language-color\" style=\"background-color: #3572A5\"></span>\n <span itemprop=\"programmingLanguage\">Python</span>\n</span>\n\n <a href=\"/williamleif/socialsent/stargazers\" class=\"pinned-item-meta Link--muted\">\n <svg aria-label=\"stars\" role=\"img\" height=\"16\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" data-view-component=\"true\" class=\"octicon octicon-star\">\n <path d=\"M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25Zm0 2.445L6.615 5.5a.75.75 0 0 1-.564.41l-3.097.45 2.24 2.184a.75.75 0 0 1 .216.664l-.528 3.084 2.769-1.456a.75.75 0 0 1 .698 0l2.77 1.456-.53-3.084a.75.75 0 0 1 .216-.664l2.24-2.183-3.096-.45a.75.75 0 0 1-.564-.41L8 2.694Z\"></path>\n</svg>\n 196\n </a>\n <a href=\"/williamleif/socialsent/forks\" class=\"pinned-item-meta Link--muted\">\n <svg aria-label=\"forks\" role=\"img\" height=\"16\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" data-view-component=\"true\" class=\"octicon octicon-repo-forked\">\n <path d=\"M5 5.372v.878c0 .414.336.75.75.75h4.5a.75.75 0 0 0 .75-.75v-.878a2.25 2.25 0 1 1 1.5 0v.878a2.25 2.25 0 0 1-2.25 2.25h-1.5v2.128a2.251 2.251 0 1 1-1.5 0V8.5h-1.5A2.25 2.25 0 0 1 3.5 6.25v-.878a2.25 2.25 0 1 1 1.5 0ZM5 3.25a.75.75 0 1 0-1.5 0 .75.75 0 0 0 1.5 0Zm6.75.75a.75.75 0 1 0 0-1.5.75.75 0 0 0 0 1.5Zm-3 8.75a.75.75 0 1 0-1.5 0 .75.75 0 0 0 1.5 0Z\"></path>\n</svg>\n 76\n </a>\n </p>\n ",
"\n <div class=\"d-flex v-align-middle mr-2\">\n <span data-view-component=\"true\" class=\"position-relative\"><a id=\"122143751\" href=\"/williamleif/social-lstm\" data-view-component=\"true\" class=\"min-width-0 Link text-bold flex-auto wb-break-all\"><span class=\"repo\">\n social-lstm\n </span></a> <tool-tip id=\"tooltip-fdeb76c1-d9ba-41f6-8756-34f4c259b89b\" for=\"122143751\" popover=\"manual\" data-direction=\"n\" data-type=\"description\" data-view-component=\"true\" class=\"sr-only position-absolute\">social-lstm</tool-tip></span> <span class=\"flex-auto text-right\">\n <span></span><span class=\"Label Label--secondary v-align-middle \">Public</span>\n </span>\n </div>\n\n\n <p class=\"pinned-item-desc color-fg-muted text-small d-block mt-2 mb-3\">\n Socially-primed LSTM model to predict intercommunity conflict on Reddit. \n </p>\n\n <p class=\"mb-0 f6 color-fg-muted\">\n <span class=\"d-inline-block mr-3\">\n <span class=\"repo-language-color\" style=\"background-color: #3572A5\"></span>\n <span itemprop=\"programmingLanguage\">Python</span>\n</span>\n\n <a href=\"/williamleif/social-lstm/stargazers\" class=\"pinned-item-meta Link--muted\">\n <svg aria-label=\"stars\" role=\"img\" height=\"16\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" data-view-component=\"true\" class=\"octicon octicon-star\">\n <path d=\"M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25Zm0 2.445L6.615 5.5a.75.75 0 0 1-.564.41l-3.097.45 2.24 2.184a.75.75 0 0 1 .216.664l-.528 3.084 2.769-1.456a.75.75 0 0 1 .698 0l2.77 1.456-.53-3.084a.75.75 0 0 1 .216-.664l2.24-2.183-3.096-.45a.75.75 0 0 1-.564-.41L8 2.694Z\"></path>\n</svg>\n 164\n </a>\n <a href=\"/williamleif/social-lstm/forks\" class=\"pinned-item-meta Link--muted\">\n <svg aria-label=\"forks\" role=\"img\" height=\"16\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" data-view-component=\"true\" class=\"octicon octicon-repo-forked\">\n <path d=\"M5 5.372v.878c0 .414.336.75.75.75h4.5a.75.75 0 0 0 .75-.75v-.878a2.25 2.25 0 1 1 1.5 0v.878a2.25 2.25 0 0 1-2.25 2.25h-1.5v2.128a2.251 2.251 0 1 1-1.5 0V8.5h-1.5A2.25 2.25 0 0 1 3.5 6.25v-.878a2.25 2.25 0 1 1 1.5 0ZM5 3.25a.75.75 0 1 0-1.5 0 .75.75 0 0 0 1.5 0Zm6.75.75a.75.75 0 1 0 0-1.5.75.75 0 0 0 0 1.5Zm-3 8.75a.75.75 0 1 0-1.5 0 .75.75 0 0 0 1.5 0Z\"></path>\n</svg>\n 34\n </a>\n </p>\n ",
"\n <div class=\"d-flex v-align-middle mr-2\">\n <span data-view-component=\"true\" class=\"position-relative\"><a id=\"127055953\" href=\"/williamleif/graphqembed\" data-view-component=\"true\" class=\"min-width-0 Link text-bold flex-auto wb-break-all\"><span class=\"repo\">\n graphqembed\n </span></a> <tool-tip id=\"tooltip-73d77db0-13ca-4f82-86bf-80b6091e1d70\" for=\"127055953\" popover=\"manual\" data-direction=\"n\" data-type=\"description\" data-view-component=\"true\" class=\"sr-only position-absolute\">graphqembed</tool-tip></span> <span class=\"flex-auto text-right\">\n <span></span><span class=\"Label Label--secondary v-align-middle \">Public</span>\n </span>\n </div>\n\n\n <p class=\"pinned-item-desc color-fg-muted text-small d-block mt-2 mb-3\">\n Learning to query complex networks\n </p>\n\n <p class=\"mb-0 f6 color-fg-muted\">\n <span class=\"d-inline-block mr-3\">\n <span class=\"repo-language-color\" style=\"background-color: #3572A5\"></span>\n <span itemprop=\"programmingLanguage\">Python</span>\n</span>\n\n <a href=\"/williamleif/graphqembed/stargazers\" class=\"pinned-item-meta Link--muted\">\n <svg aria-label=\"stars\" role=\"img\" height=\"16\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" data-view-component=\"true\" class=\"octicon octicon-star\">\n <path d=\"M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25Zm0 2.445L6.615 5.5a.75.75 0 0 1-.564.41l-3.097.45 2.24 2.184a.75.75 0 0 1 .216.664l-.528 3.084 2.769-1.456a.75.75 0 0 1 .698 0l2.77 1.456-.53-3.084a.75.75 0 0 1 .216-.664l2.24-2.183-3.096-.45a.75.75 0 0 1-.564-.41L8 2.694Z\"></path>\n</svg>\n 118\n </a>\n <a href=\"/williamleif/graphqembed/forks\" class=\"pinned-item-meta Link--muted\">\n <svg aria-label=\"forks\" role=\"img\" height=\"16\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" data-view-component=\"true\" class=\"octicon octicon-repo-forked\">\n <path d=\"M5 5.372v.878c0 .414.336.75.75.75h4.5a.75.75 0 0 0 .75-.75v-.878a2.25 2.25 0 1 1 1.5 0v.878a2.25 2.25 0 0 1-2.25 2.25h-1.5v2.128a2.251 2.251 0 1 1-1.5 0V8.5h-1.5A2.25 2.25 0 0 1 3.5 6.25v-.878a2.25 2.25 0 1 1 1.5 0ZM5 3.25a.75.75 0 1 0-1.5 0 .75.75 0 0 0 1.5 0Zm6.75.75a.75.75 0 1 0 0-1.5.75.75 0 0 0 0 1.5Zm-3 8.75a.75.75 0 1 0-1.5 0 .75.75 0 0 0 1.5 0Z\"></path>\n</svg>\n 42\n </a>\n </p>\n "
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