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Update with removing lawrennd/talks and replacing with lawrennd/snippets
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lawrennd committed Nov 7, 2023
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"\n",
"<span class=\"editsection-bracket\" style=\"\">\\[</span><span\n",
"class=\"editsection\"\n",
"style=\"\"><a href=\"https://github.com/lawrennd/talks/edit/gh-pages/_neurips/includes/neurips-in-numbers.md\" target=\"_blank\" onclick=\"ga('send', 'event', 'Edit Page', 'Edit', 'https://github.com/lawrennd/talks/edit/gh-pages/_neurips/includes/neurips-in-numbers.md', 13);\">edit</a></span><span class=\"editsection-bracket\" style=\"\">\\]</span>\n",
"style=\"\"><a href=\"https://github.com/lawrennd/snippets/edit/main/_neurips/includes/neurips-in-numbers.md\" target=\"_blank\" onclick=\"ga('send', 'event', 'Edit Page', 'Edit', 'https://github.com/lawrennd/snippets/edit/main/_neurips/includes/neurips-in-numbers.md', 13);\">edit</a></span><span class=\"editsection-bracket\" style=\"\">\\]</span>\n",
"\n",
"In 2014 the NeurIPS conference had 1474 active reviewers (up from 1133\n",
"in 2013), 92 area chairs (up from 67 in 2013) and two program chairs,\n",
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"\n",
"<span class=\"editsection-bracket\" style=\"\">\\[</span><span\n",
"class=\"editsection\"\n",
"style=\"\"><a href=\"https://github.com/lawrennd/talks/edit/gh-pages/_neurips/includes/neurips-timeline.md\" target=\"_blank\" onclick=\"ga('send', 'event', 'Edit Page', 'Edit', 'https://github.com/lawrennd/talks/edit/gh-pages/_neurips/includes/neurips-timeline.md', 13);\">edit</a></span><span class=\"editsection-bracket\" style=\"\">\\]</span>\n",
"style=\"\"><a href=\"https://github.com/lawrennd/snippets/edit/main/_neurips/includes/neurips-timeline.md\" target=\"_blank\" onclick=\"ga('send', 'event', 'Edit Page', 'Edit', 'https://github.com/lawrennd/snippets/edit/main/_neurips/includes/neurips-timeline.md', 13);\">edit</a></span><span class=\"editsection-bracket\" style=\"\">\\]</span>\n",
"\n",
"Chairing a conference starts with recruitment of the program committee,\n",
"which is usually done in a few stages. The primary task is to recruit\n",
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"\n",
"<span class=\"editsection-bracket\" style=\"\">\\[</span><span\n",
"class=\"editsection\"\n",
"style=\"\"><a href=\"https://github.com/lawrennd/talks/edit/gh-pages/_neurips/includes/neurips-experiment-speculation.md\" target=\"_blank\" onclick=\"ga('send', 'event', 'Edit Page', 'Edit', 'https://github.com/lawrennd/talks/edit/gh-pages/_neurips/includes/neurips-experiment-speculation.md', 13);\">edit</a></span><span class=\"editsection-bracket\" style=\"\">\\]</span>\n",
"style=\"\"><a href=\"https://github.com/lawrennd/snippets/edit/main/_neurips/includes/neurips-experiment-speculation.md\" target=\"_blank\" onclick=\"ga('send', 'event', 'Edit Page', 'Edit', 'https://github.com/lawrennd/snippets/edit/main/_neurips/includes/neurips-experiment-speculation.md', 13);\">edit</a></span><span class=\"editsection-bracket\" style=\"\">\\]</span>\n",
"\n",
"With the help of [Nicolo Fusi](http://nicolofusi.com/), [Charles\n",
"Twardy](http://blog.scicast.org/tag/charles-twardy/) and the entire\n",
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"\n",
"<span class=\"editsection-bracket\" style=\"\">\\[</span><span\n",
"class=\"editsection\"\n",
"style=\"\"><a href=\"https://github.com/lawrennd/talks/edit/gh-pages/_neurips/includes/neurips-experiment-results.md\" target=\"_blank\" onclick=\"ga('send', 'event', 'Edit Page', 'Edit', 'https://github.com/lawrennd/talks/edit/gh-pages/_neurips/includes/neurips-experiment-results.md', 13);\">edit</a></span><span class=\"editsection-bracket\" style=\"\">\\]</span>\n",
"style=\"\"><a href=\"https://github.com/lawrennd/snippets/edit/main/_neurips/includes/neurips-experiment-results.md\" target=\"_blank\" onclick=\"ga('send', 'event', 'Edit Page', 'Edit', 'https://github.com/lawrennd/snippets/edit/main/_neurips/includes/neurips-experiment-results.md', 13);\">edit</a></span><span class=\"editsection-bracket\" style=\"\">\\]</span>\n",
"\n",
"The final results of the experiment were as follows. From 170 papers 4\n",
"had to be withdrawn or were rejected without completing the review\n",
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"\n",
"<span class=\"editsection-bracket\" style=\"\">\\[</span><span\n",
"class=\"editsection\"\n",
"style=\"\"><a href=\"https://github.com/lawrennd/talks/edit/gh-pages/_neurips/includes/neurips-experiment-reaction.md\" target=\"_blank\" onclick=\"ga('send', 'event', 'Edit Page', 'Edit', 'https://github.com/lawrennd/talks/edit/gh-pages/_neurips/includes/neurips-experiment-reaction.md', 13);\">edit</a></span><span class=\"editsection-bracket\" style=\"\">\\]</span>\n",
"style=\"\"><a href=\"https://github.com/lawrennd/snippets/edit/main/_neurips/includes/neurips-experiment-reaction.md\" target=\"_blank\" onclick=\"ga('send', 'event', 'Edit Page', 'Edit', 'https://github.com/lawrennd/snippets/edit/main/_neurips/includes/neurips-experiment-reaction.md', 13);\">edit</a></span><span class=\"editsection-bracket\" style=\"\">\\]</span>\n",
"\n",
"There seems to have been a lot of discussion of the result, both at the\n",
"conference and on bulletin boards since. Such discussion is to be\n",
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"\n",
"<span class=\"editsection-bracket\" style=\"\">\\[</span><span\n",
"class=\"editsection\"\n",
"style=\"\"><a href=\"https://github.com/lawrennd/talks/edit/gh-pages/_neurips/includes/neurips-experiment-random-committee.md\" target=\"_blank\" onclick=\"ga('send', 'event', 'Edit Page', 'Edit', 'https://github.com/lawrennd/talks/edit/gh-pages/_neurips/includes/neurips-experiment-random-committee.md', 13);\">edit</a></span><span class=\"editsection-bracket\" style=\"\">\\]</span>\n",
"style=\"\"><a href=\"https://github.com/lawrennd/snippets/edit/main/_neurips/includes/neurips-experiment-random-committee.md\" target=\"_blank\" onclick=\"ga('send', 'event', 'Edit Page', 'Edit', 'https://github.com/lawrennd/snippets/edit/main/_neurips/includes/neurips-experiment-random-committee.md', 13);\">edit</a></span><span class=\"editsection-bracket\" style=\"\">\\]</span>\n",
"\n",
"The first context we can place around the numbers is what would have\n",
"happened at the ‘Random Conference’ where we simply accept a quarter of\n",
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"\n",
"<span class=\"editsection-bracket\" style=\"\">\\[</span><span\n",
"class=\"editsection\"\n",
"style=\"\"><a href=\"https://github.com/lawrennd/talks/edit/gh-pages/_neurips/includes/neurips-experiment-conclusion.md\" target=\"_blank\" onclick=\"ga('send', 'event', 'Edit Page', 'Edit', 'https://github.com/lawrennd/talks/edit/gh-pages/_neurips/includes/neurips-experiment-conclusion.md', 13);\">edit</a></span><span class=\"editsection-bracket\" style=\"\">\\]</span>\n",
"style=\"\"><a href=\"https://github.com/lawrennd/snippets/edit/main/_neurips/includes/neurips-experiment-conclusion.md\" target=\"_blank\" onclick=\"ga('send', 'event', 'Edit Page', 'Edit', 'https://github.com/lawrennd/snippets/edit/main/_neurips/includes/neurips-experiment-conclusion.md', 13);\">edit</a></span><span class=\"editsection-bracket\" style=\"\">\\]</span>\n",
"\n",
"Under the simple model we have outlined, we can be confident that there\n",
"is inconsistency between two independent committees, but the level of\n",
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"\n",
"<span class=\"editsection-bracket\" style=\"\">\\[</span><span\n",
"class=\"editsection\"\n",
"style=\"\"><a href=\"https://github.com/lawrennd/talks/edit/gh-pages/_neurips/includes/neurips-experiment-discussion.md\" target=\"_blank\" onclick=\"ga('send', 'event', 'Edit Page', 'Edit', 'https://github.com/lawrennd/talks/edit/gh-pages/_neurips/includes/neurips-experiment-discussion.md', 13);\">edit</a></span><span class=\"editsection-bracket\" style=\"\">\\]</span>\n",
"style=\"\"><a href=\"https://github.com/lawrennd/snippets/edit/main/_neurips/includes/neurips-experiment-discussion.md\" target=\"_blank\" onclick=\"ga('send', 'event', 'Edit Page', 'Edit', 'https://github.com/lawrennd/snippets/edit/main/_neurips/includes/neurips-experiment-discussion.md', 13);\">edit</a></span><span class=\"editsection-bracket\" style=\"\">\\]</span>\n",
"\n",
"As with any decision making process there are two types of errors we can\n",
"make, a type I error is accepting a paper that should be rejected. A\n",
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14 changes: 7 additions & 7 deletions _notebooks/2015-09-21-peer-review-and-the-nips-experiment.ipynb
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"\n",
"<span class=\"editsection-bracket\" style=\"\">\\[</span><span\n",
"class=\"editsection\"\n",
"style=\"\"><a href=\"https://github.com/lawrennd/talks/edit/gh-pages/_neurips/includes/neurips-in-numbers.md\" target=\"_blank\" onclick=\"ga('send', 'event', 'Edit Page', 'Edit', 'https://github.com/lawrennd/talks/edit/gh-pages/_neurips/includes/neurips-in-numbers.md', 13);\">edit</a></span><span class=\"editsection-bracket\" style=\"\">\\]</span>\n",
"style=\"\"><a href=\"https://github.com/lawrennd/snippets/edit/main/_neurips/includes/neurips-in-numbers.md\" target=\"_blank\" onclick=\"ga('send', 'event', 'Edit Page', 'Edit', 'https://github.com/lawrennd/snippets/edit/main/_neurips/includes/neurips-in-numbers.md', 13);\">edit</a></span><span class=\"editsection-bracket\" style=\"\">\\]</span>\n",
"\n",
"In 2014 the NeurIPS conference had 1474 active reviewers (up from 1133\n",
"in 2013), 92 area chairs (up from 67) and two program chairs, myself and\n",
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"\n",
"<span class=\"editsection-bracket\" style=\"\">\\[</span><span\n",
"class=\"editsection\"\n",
"style=\"\"><a href=\"https://github.com/lawrennd/talks/edit/gh-pages/_neurips/includes/neurips-experiment-speculation.md\" target=\"_blank\" onclick=\"ga('send', 'event', 'Edit Page', 'Edit', 'https://github.com/lawrennd/talks/edit/gh-pages/_neurips/includes/neurips-experiment-speculation.md', 13);\">edit</a></span><span class=\"editsection-bracket\" style=\"\">\\]</span>\n",
"style=\"\"><a href=\"https://github.com/lawrennd/snippets/edit/main/_neurips/includes/neurips-experiment-speculation.md\" target=\"_blank\" onclick=\"ga('send', 'event', 'Edit Page', 'Edit', 'https://github.com/lawrennd/snippets/edit/main/_neurips/includes/neurips-experiment-speculation.md', 13);\">edit</a></span><span class=\"editsection-bracket\" style=\"\">\\]</span>\n",
"\n",
"With the help of [Nicolo Fusi](http://nicolofusi.com/), [Charles\n",
"Twardy](http://blog.scicast.org/tag/charles-twardy/) and the entire\n",
Expand All @@ -186,7 +186,7 @@
"\n",
"<span class=\"editsection-bracket\" style=\"\">\\[</span><span\n",
"class=\"editsection\"\n",
"style=\"\"><a href=\"https://github.com/lawrennd/talks/edit/gh-pages/_neurips/includes/neurips-experiment-results.md\" target=\"_blank\" onclick=\"ga('send', 'event', 'Edit Page', 'Edit', 'https://github.com/lawrennd/talks/edit/gh-pages/_neurips/includes/neurips-experiment-results.md', 13);\">edit</a></span><span class=\"editsection-bracket\" style=\"\">\\]</span>\n",
"style=\"\"><a href=\"https://github.com/lawrennd/snippets/edit/main/_neurips/includes/neurips-experiment-results.md\" target=\"_blank\" onclick=\"ga('send', 'event', 'Edit Page', 'Edit', 'https://github.com/lawrennd/snippets/edit/main/_neurips/includes/neurips-experiment-results.md', 13);\">edit</a></span><span class=\"editsection-bracket\" style=\"\">\\]</span>\n",
"\n",
"The final results of the experiment were as follows. From 170 papers 4\n",
"had to be withdrawn or were rejected without completing the review\n",
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"\n",
"<span class=\"editsection-bracket\" style=\"\">\\[</span><span\n",
"class=\"editsection\"\n",
"style=\"\"><a href=\"https://github.com/lawrennd/talks/edit/gh-pages/_neurips/includes/neurips-experiment-reaction.md\" target=\"_blank\" onclick=\"ga('send', 'event', 'Edit Page', 'Edit', 'https://github.com/lawrennd/talks/edit/gh-pages/_neurips/includes/neurips-experiment-reaction.md', 13);\">edit</a></span><span class=\"editsection-bracket\" style=\"\">\\]</span>\n",
"style=\"\"><a href=\"https://github.com/lawrennd/snippets/edit/main/_neurips/includes/neurips-experiment-reaction.md\" target=\"_blank\" onclick=\"ga('send', 'event', 'Edit Page', 'Edit', 'https://github.com/lawrennd/snippets/edit/main/_neurips/includes/neurips-experiment-reaction.md', 13);\">edit</a></span><span class=\"editsection-bracket\" style=\"\">\\]</span>\n",
"\n",
"There seems to have been a lot of discussion of the result, both at the\n",
"conference and on bulletin boards since. Such discussion is to be\n",
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"\n",
"<span class=\"editsection-bracket\" style=\"\">\\[</span><span\n",
"class=\"editsection\"\n",
"style=\"\"><a href=\"https://github.com/lawrennd/talks/edit/gh-pages/_neurips/includes/neurips-experiment-random-committee.md\" target=\"_blank\" onclick=\"ga('send', 'event', 'Edit Page', 'Edit', 'https://github.com/lawrennd/talks/edit/gh-pages/_neurips/includes/neurips-experiment-random-committee.md', 13);\">edit</a></span><span class=\"editsection-bracket\" style=\"\">\\]</span>\n",
"style=\"\"><a href=\"https://github.com/lawrennd/snippets/edit/main/_neurips/includes/neurips-experiment-random-committee.md\" target=\"_blank\" onclick=\"ga('send', 'event', 'Edit Page', 'Edit', 'https://github.com/lawrennd/snippets/edit/main/_neurips/includes/neurips-experiment-random-committee.md', 13);\">edit</a></span><span class=\"editsection-bracket\" style=\"\">\\]</span>\n",
"\n",
"The first context we can place around the numbers is what would have\n",
"happened at the ‘Random Conference’ where we simply accept a quarter of\n",
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"\n",
"<span class=\"editsection-bracket\" style=\"\">\\[</span><span\n",
"class=\"editsection\"\n",
"style=\"\"><a href=\"https://github.com/lawrennd/talks/edit/gh-pages/_neurips/includes/neurips-experiment-conclusion.md\" target=\"_blank\" onclick=\"ga('send', 'event', 'Edit Page', 'Edit', 'https://github.com/lawrennd/talks/edit/gh-pages/_neurips/includes/neurips-experiment-conclusion.md', 13);\">edit</a></span><span class=\"editsection-bracket\" style=\"\">\\]</span>\n",
"style=\"\"><a href=\"https://github.com/lawrennd/snippets/edit/main/_neurips/includes/neurips-experiment-conclusion.md\" target=\"_blank\" onclick=\"ga('send', 'event', 'Edit Page', 'Edit', 'https://github.com/lawrennd/snippets/edit/main/_neurips/includes/neurips-experiment-conclusion.md', 13);\">edit</a></span><span class=\"editsection-bracket\" style=\"\">\\]</span>\n",
"\n",
"Under the simple model we have outlined, we can be confident that there\n",
"is inconsistency between two independent committees, but the level of\n",
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"\n",
"<span class=\"editsection-bracket\" style=\"\">\\[</span><span\n",
"class=\"editsection\"\n",
"style=\"\"><a href=\"https://github.com/lawrennd/talks/edit/gh-pages/_neurips/includes/neurips-experiment-discussion.md\" target=\"_blank\" onclick=\"ga('send', 'event', 'Edit Page', 'Edit', 'https://github.com/lawrennd/talks/edit/gh-pages/_neurips/includes/neurips-experiment-discussion.md', 13);\">edit</a></span><span class=\"editsection-bracket\" style=\"\">\\]</span>\n",
"style=\"\"><a href=\"https://github.com/lawrennd/snippets/edit/main/_neurips/includes/neurips-experiment-discussion.md\" target=\"_blank\" onclick=\"ga('send', 'event', 'Edit Page', 'Edit', 'https://github.com/lawrennd/snippets/edit/main/_neurips/includes/neurips-experiment-discussion.md', 13);\">edit</a></span><span class=\"editsection-bracket\" style=\"\">\\]</span>\n",
"\n",
"As with any decision making process there are two types of errors we can\n",
"make, a type I error is accepting a paper that should be rejected. A\n",
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10 changes: 5 additions & 5 deletions _notebooks/2015-10-06-matrix-factorization.ipynb
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"you to do is to install some software we've written for sharing\n",
"information across google documents.\n",
"\n",
"## `pods` \\[<a href=\"https://github.com/lawrennd/talks/edit/gh-pages/_ml/includes/pods-software.md\" target=\"_blank\" >edit</a>\\]\n",
"## `pods` \\[<a href=\"https://github.com/lawrennd/snippets/edit/main/_ml/includes/pods-software.md\" target=\"_blank\" >edit</a>\\]\n",
"\n",
"In Sheffield we created a suite of software tools for 'Open Data\n",
"Science'. Open data science is an approach to sharing code, models and\n",
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"cell_type": "markdown",
"metadata": {},
"source": [
"# Movie Body Count Example \\[<a href=\"https://github.com/lawrennd/talks/edit/gh-pages/_ml/includes/movie-body-count-data.md\" target=\"_blank\" >edit</a>\\]\n",
"# Movie Body Count Example \\[<a href=\"https://github.com/lawrennd/snippets/edit/main/_ml/includes/movie-body-count-data.md\" target=\"_blank\" >edit</a>\\]\n",
"\n",
"There is a crisis in the movie industry, deaths are occuring on a\n",
"massive scale. In every feature film the body count is tolling up. But\n",
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"\n",
"### Write your answer to Question 1 here\n",
"\n",
"# Recommender Systems \\[<a href=\"https://github.com/lawrennd/talks/edit/gh-pages/_ml/includes/recommender-systems.md\" target=\"_blank\" >edit</a>\\]\n",
"# Recommender Systems \\[<a href=\"https://github.com/lawrennd/snippets/edit/main/_ml/includes/recommender-systems.md\" target=\"_blank\" >edit</a>\\]\n",
"\n",
"A recommender system aims to make suggestions for items (films, books,\n",
"other commercial products) given what it knows about users' tastes. The\n",
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"try and obtain such a lay out. To do this we first need to obtain the\n",
"data.\n",
"\n",
"## Obtaining the Data \\[<a href=\"https://github.com/lawrennd/talks/edit/gh-pages/_ml/includes/recommender-data.md\" target=\"_blank\" >edit</a>\\]\n",
"## Obtaining the Data \\[<a href=\"https://github.com/lawrennd/snippets/edit/main/_ml/includes/recommender-data.md\" target=\"_blank\" >edit</a>\\]\n",
"\n",
"We are using a functionality of the Open Data Science software library\n",
"to obtain the data. This functionality involves some prewritten code\n",
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"\n",
"`pd.melt` do?\n",
"\n",
"## Measuring Similarity \\[<a href=\"https://github.com/lawrennd/talks/edit/gh-pages/_ml/includes/matrix-factorization.md\" target=\"_blank\" >edit</a>\\]\n",
"## Measuring Similarity \\[<a href=\"https://github.com/lawrennd/snippets/edit/main/_ml/includes/matrix-factorization.md\" target=\"_blank\" >edit</a>\\]\n",
"\n",
"We now need a measure for determining the similarity between the item\n",
"and the user: how close the user is sitting to the item in the rooom if\n",
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