SYDE 556 Lecture 1 Introduction.slides.html


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.form-horizontal .form-actions{padding-left:180px;}
table{max-width:100%;background-color:transparent;border-collapse:collapse;border-spacing:0;}
.table{width:100%;margin-bottom:20px;}.table th,.table td{padding:8px;line-height:20px;text-align:left;vertical-align:top;border-top:1px solid #dddddd;}
.table th{font-weight:bold;}
.table thead th{vertical-align:bottom;}
.table caption+thead tr:first-child th,.table caption+thead tr:first-child td,.table colgroup+thead tr:first-child th,.table colgroup+thead tr:first-child td,.table thead:first-child tr:first-child th,.table thead:first-child tr:first-child td{border-top:0;}
.table tbody+tbody{border-top:2px solid #dddddd;}
.table .table{background-color:#ffffff;}
.table-condensed th,.table-condensed td{padding:4px 5px;}
.table-bordered{border:1px solid #dddddd;border-collapse:separate;*border-collapse:collapse;border-left:0;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px;}.table-bordered th,.table-bordered td{border-left:1px solid #dddddd;}
.table-bordered caption+thead tr:first-child th,.table-bordered caption+tbody tr:first-child th,.table-bordered caption+tbody tr:first-child td,.table-bordered colgroup+thead tr:first-child th,.table-bordered colgroup+tbody tr:first-child th,.table-bordered colgroup+tbody tr:first-child td,.table-bordered thead:first-child tr:first-child th,.table-bordered tbody:first-child tr:first-child th,.table-bordered tbody:first-child tr:first-child td{border-top:0;}
.table-bordered thead:first-child tr:first-child>th:first-child,.table-bordered tbody:first-child tr:first-child>td:first-child,.table-bordered tbody:first-child tr:first-child>th:first-child{-webkit-border-top-left-radius:4px;-moz-border-radius-topleft:4px;border-top-left-radius:4px;}
.table-bordered thead:first-child tr:first-child>th:last-child,.table-bordered tbody:first-child tr:first-child>td:last-child,.table-bordered tbody:first-child tr:first-child>th:last-child{-webkit-border-top-right-radius:4px;-moz-border-radius-topright:4px;border-top-right-radius:4px;}
.table-bordered thead:last-child tr:last-child>th:first-child,.table-bordered tbody:last-child tr:last-child>td:first-child,.table-bordered tbody:last-child tr:last-child>th:first-child,.table-bordered tfoot:last-child tr:last-child>td:first-child,.table-bordered tfoot:last-child tr:last-child>th:first-child{-webkit-border-bottom-left-radius:4px;-moz-border-radius-bottomleft:4px;border-bottom-left-radius:4px;}
.table-bordered thead:last-child tr:last-child>th:last-child,.table-bordered tbody:last-child tr:last-child>td:last-child,.table-bordered tbody:last-child tr:last-child>th:last-child,.table-bordered tfoot:last-child tr:last-child>td:last-child,.table-bordered tfoot:last-child tr:last-child>th:last-child{-webkit-border-bottom-right-radius:4px;-moz-border-radius-bottomright:4px;border-bottom-right-radius:4px;}
.table-bordered tfoot+tbody:last-child tr:last-child td:first-child{-webkit-border-bottom-left-radius:0;-moz-border-radius-bottomleft:0;border-bottom-left-radius:0;}
.table-bordered tfoot+tbody:last-child tr:last-child td:last-child{-webkit-border-bottom-right-radius:0;-moz-border-radius-bottomright:0;border-bottom-right-radius:0;}
.table-bordered caption+thead tr:first-child th:first-child,.table-bordered caption+tbody tr:first-child td:first-child,.table-bordered colgroup+thead tr:first-child th:first-child,.table-bordered colgroup+tbody tr:first-child td:first-child{-webkit-border-top-left-radius:4px;-moz-border-radius-topleft:4px;border-top-left-radius:4px;}
.table-bordered caption+thead tr:first-child th:last-child,.table-bordered caption+tbody tr:first-child td:last-child,.table-bordered colgroup+thead tr:first-child th:last-child,.table-bordered colgroup+tbody tr:first-child td:last-child{-webkit-border-top-right-radius:4px;-moz-border-radius-topright:4px;border-top-right-radius:4px;}
.table-striped tbody>tr:nth-child(odd)>td,.table-striped tbody>tr:nth-child(odd)>th{background-color:#f9f9f9;}
.table-hover tbody tr:hover>td,.table-hover tbody tr:hover>th{background-color:#f5f5f5;}
table td[class*="span"],table th[class*="span"],.row-fluid table td[class*="span"],.row-fluid table th[class*="span"]{display:table-cell;float:none;margin-left:0;}
.table td.span1,.table th.span1{float:none;width:44px;margin-left:0;}
.table td.span2,.table th.span2{float:none;width:124px;margin-left:0;}
.table td.span3,.table th.span3{float:none;width:204px;margin-left:0;}
.table td.span4,.table th.span4{float:none;width:284px;margin-left:0;}
.table td.span5,.table th.span5{float:none;width:364px;margin-left:0;}
.table td.span6,.table th.span6{float:none;width:444px;margin-left:0;}
.table td.span7,.table th.span7{float:none;width:524px;margin-left:0;}
.table td.span8,.table th.span8{float:none;width:604px;margin-left:0;}
.table td.span9,.table th.span9{float:none;width:684px;margin-left:0;}
.table td.span10,.table th.span10{float:none;width:764px;margin-left:0;}
.table td.span11,.table th.span11{float:none;width:844px;margin-left:0;}
.table td.span12,.table th.span12{float:none;width:924px;margin-left:0;}
.table tbody tr.success>td{background-color:#dff0d8;}
.table tbody tr.error>td{background-color:#f2dede;}
.table tbody tr.warning>td{background-color:#fcf8e3;}
.table tbody tr.info>td{background-color:#d9edf7;}
.table-hover tbody tr.success:hover>td{background-color:#d0e9c6;}
.table-hover tbody tr.error:hover>td{background-color:#ebcccc;}
.table-hover tbody tr.warning:hover>td{background-color:#faf2cc;}
.table-hover tbody tr.info:hover>td{background-color:#c4e3f3;}
[class^="icon-"],[class*=" icon-"]{display:inline-block;width:14px;height:14px;*margin-right:.3em;line-height:14px;vertical-align:text-top;background-image:url("../img/glyphicons-halflings.png");background-position:14px 14px;background-repeat:no-repeat;margin-top:1px;}
.icon-white,.nav-pills>.active>a>[class^="icon-"],.nav-pills>.active>a>[class*=" icon-"],.nav-list>.active>a>[class^="icon-"],.nav-list>.active>a>[class*=" icon-"],.navbar-inverse .nav>.active>a>[class^="icon-"],.navbar-inverse .nav>.active>a>[class*=" icon-"],.dropdown-menu>li>a:hover>[class^="icon-"],.dropdown-menu>li>a:focus>[class^="icon-"],.dropdown-menu>li>a:hover>[class*=" icon-"],.dropdown-menu>li>a:focus>[class*=" icon-"],.dropdown-menu>.active>a>[class^="icon-"],.dropdown-menu>.active>a>[class*=" icon-"],.dropdown-submenu:hover>a>[class^="icon-"],.dropdown-submenu:focus>a>[class^="icon-"],.dropdown-submenu:hover>a>[class*=" icon-"],.dropdown-submenu:focus>a>[class*=" icon-"]{background-image:url("../img/glyphicons-halflings-white.png");}
.icon-glass{background-position:0 0;}
.icon-music{background-position:-24px 0;}
.icon-search{background-position:-48px 0;}
.icon-envelope{background-position:-72px 0;}
.icon-heart{background-position:-96px 0;}
.icon-star{background-position:-120px 0;}
.icon-star-empty{background-position:-144px 0;}
.icon-user{background-position:-168px 0;}
.icon-film{background-position:-192px 0;}
.icon-th-large{background-position:-216px 0;}
.icon-th{background-position:-240px 0;}
.icon-th-list{background-position:-264px 0;}
.icon-ok{background-position:-288px 0;}
.icon-remove{background-position:-312px 0;}
.icon-zoom-in{background-position:-336px 0;}
.icon-zoom-out{background-position:-360px 0;}
.icon-off{background-position:-384px 0;}
.icon-signal{background-position:-408px 0;}
.icon-cog{background-position:-432px 0;}
.icon-trash{background-position:-456px 0;}
.icon-home{background-position:0 -24px;}
.icon-file{background-position:-24px -24px;}
.icon-time{background-position:-48px -24px;}
.icon-road{background-position:-72px -24px;}
.icon-download-alt{background-position:-96px -24px;}
.icon-download{background-position:-120px -24px;}
.icon-upload{background-position:-144px -24px;}
.icon-inbox{background-position:-168px -24px;}
.icon-play-circle{background-position:-192px -24px;}
.icon-repeat{background-position:-216px -24px;}
.icon-refresh{background-position:-240px -24px;}
.icon-list-alt{background-position:-264px -24px;}
.icon-lock{background-position:-287px -24px;}
.icon-flag{background-position:-312px -24px;}
.icon-headphones{background-position:-336px -24px;}
.icon-volume-off{background-position:-360px -24px;}
.icon-volume-down{background-position:-384px -24px;}
.icon-volume-up{background-position:-408px -24px;}
.icon-qrcode{background-position:-432px -24px;}
.icon-barcode{background-position:-456px -24px;}
.icon-tag{background-position:0 -48px;}
.icon-tags{background-position:-25px -48px;}
.icon-book{background-position:-48px -48px;}
.icon-bookmark{background-position:-72px -48px;}
.icon-print{background-position:-96px -48px;}
.icon-camera{background-position:-120px -48px;}
.icon-font{background-position:-144px -48px;}
.icon-bold{background-position:-167px -48px;}
.icon-italic{background-position:-192px -48px;}
.icon-text-height{background-position:-216px -48px;}
.icon-text-width{background-position:-240px -48px;}
.icon-align-left{background-position:-264px -48px;}
.icon-align-center{background-position:-288px -48px;}
.icon-align-right{background-position:-312px -48px;}
.icon-align-justify{background-position:-336px -48px;}
.icon-list{background-position:-360px -48px;}
.icon-indent-left{background-position:-384px -48px;}
.icon-indent-right{background-position:-408px -48px;}
.icon-facetime-video{background-position:-432px -48px;}
.icon-picture{background-position:-456px -48px;}
.icon-pencil{background-position:0 -72px;}
.icon-map-marker{background-position:-24px -72px;}
.icon-adjust{background-position:-48px -72px;}
.icon-tint{background-position:-72px -72px;}
.icon-edit{background-position:-96px -72px;}
.icon-share{background-position:-120px -72px;}
.icon-check{background-position:-144px -72px;}
.icon-move{background-position:-168px -72px;}
.icon-step-backward{background-position:-192px -72px;}
.icon-fast-backward{background-position:-216px -72px;}
.icon-backward{background-position:-240px -72px;}
.icon-play{background-position:-264px -72px;}
.icon-pause{background-position:-288px -72px;}
.icon-stop{background-position:-312px -72px;}
.icon-forward{background-position:-336px -72px;}
.icon-fast-forward{background-position:-360px -72px;}
.icon-step-forward{background-position:-384px -72px;}
.icon-eject{background-position:-408px -72px;}
.icon-chevron-left{background-position:-432px -72px;}
.icon-chevron-right{background-position:-456px -72px;}
.icon-plus-sign{background-position:0 -96px;}
.icon-minus-sign{background-position:-24px -96px;}
.icon-remove-sign{background-position:-48px -96px;}
.icon-ok-sign{background-position:-72px -96px;}
.icon-question-sign{background-position:-96px -96px;}
.icon-info-sign{background-position:-120px -96px;}
.icon-screenshot{background-position:-144px -96px;}
.icon-remove-circle{background-position:-168px -96px;}
.icon-ok-circle{background-position:-192px -96px;}
.icon-ban-circle{background-position:-216px -96px;}
.icon-arrow-left{background-position:-240px -96px;}
.icon-arrow-right{background-position:-264px -96px;}
.icon-arrow-up{background-position:-289px -96px;}
.icon-arrow-down{background-position:-312px -96px;}
.icon-share-alt{background-position:-336px -96px;}
.icon-resize-full{background-position:-360px -96px;}
.icon-resize-small{background-position:-384px -96px;}
.icon-plus{background-position:-408px -96px;}
.icon-minus{background-position:-433px -96px;}
.icon-asterisk{background-position:-456px -96px;}
.icon-exclamation-sign{background-position:0 -120px;}
.icon-gift{background-position:-24px -120px;}
.icon-leaf{background-position:-48px -120px;}
.icon-fire{background-position:-72px -120px;}
.icon-eye-open{background-position:-96px -120px;}
.icon-eye-close{background-position:-120px -120px;}
.icon-warning-sign{background-position:-144px -120px;}
.icon-plane{background-position:-168px -120px;}
.icon-calendar{background-position:-192px -120px;}
.icon-random{background-position:-216px -120px;width:16px;}
.icon-comment{background-position:-240px -120px;}
.icon-magnet{background-position:-264px -120px;}
.icon-chevron-up{background-position:-288px -120px;}
.icon-chevron-down{background-position:-313px -119px;}
.icon-retweet{background-position:-336px -120px;}
.icon-shopping-cart{background-position:-360px -120px;}
.icon-folder-close{background-position:-384px -120px;width:16px;}
.icon-folder-open{background-position:-408px -120px;width:16px;}
.icon-resize-vertical{background-position:-432px -119px;}
.icon-resize-horizontal{background-position:-456px -118px;}
.icon-hdd{background-position:0 -144px;}
.icon-bullhorn{background-position:-24px -144px;}
.icon-bell{background-position:-48px -144px;}
.icon-certificate{background-position:-72px -144px;}
.icon-thumbs-up{background-position:-96px -144px;}
.icon-thumbs-down{background-position:-120px -144px;}
.icon-hand-right{background-position:-144px -144px;}
.icon-hand-left{background-position:-168px -144px;}
.icon-hand-up{background-position:-192px -144px;}
.icon-hand-down{background-position:-216px -144px;}
.icon-circle-arrow-right{background-position:-240px -144px;}
.icon-circle-arrow-left{background-position:-264px -144px;}
.icon-circle-arrow-up{background-position:-288px -144px;}
.icon-circle-arrow-down{background-position:-312px -144px;}
.icon-globe{background-position:-336px -144px;}
.icon-wrench{background-position:-360px -144px;}
.icon-tasks{background-position:-384px -144px;}
.icon-filter{background-position:-408px -144px;}
.icon-briefcase{background-position:-432px -144px;}
.icon-fullscreen{background-position:-456px -144px;}
.dropup,.dropdown{position:relative;}
.dropdown-toggle{*margin-bottom:-3px;}
.dropdown-toggle:active,.open .dropdown-toggle{outline:0;}
.caret{display:inline-block;width:0;height:0;vertical-align:top;border-top:4px solid #000000;border-right:4px solid transparent;border-left:4px solid transparent;content:"";}
.dropdown .caret{margin-top:8px;margin-left:2px;}
.dropdown-menu{position:absolute;top:100%;left:0;z-index:1000;display:none;float:left;min-width:160px;padding:5px 0;margin:2px 0 0;list-style:none;background-color:#ffffff;border:1px solid #ccc;border:1px solid rgba(0, 0, 0, 0.2);*border-right-width:2px;*border-bottom-width:2px;-webkit-border-radius:6px;-moz-border-radius:6px;border-radius:6px;-webkit-box-shadow:0 5px 10px rgba(0, 0, 0, 0.2);-moz-box-shadow:0 5px 10px rgba(0, 0, 0, 0.2);box-shadow:0 5px 10px rgba(0, 0, 0, 0.2);-webkit-background-clip:padding-box;-moz-background-clip:padding;background-clip:padding-box;}.dropdown-menu.pull-right{right:0;left:auto;}
.dropdown-menu .divider{*width:100%;height:1px;margin:9px 1px;*margin:-5px 0 5px;overflow:hidden;background-color:#e5e5e5;border-bottom:1px solid #ffffff;}
.dropdown-menu>li>a{display:block;padding:3px 20px;clear:both;font-weight:normal;line-height:20px;color:#333333;white-space:nowrap;}
.dropdown-menu>li>a:hover,.dropdown-menu>li>a:focus,.dropdown-submenu:hover>a,.dropdown-submenu:focus>a{text-decoration:none;color:#ffffff;background-color:#0081c2;background-image:-moz-linear-gradient(top, #0088cc, #0077b3);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#0088cc), to(#0077b3));background-image:-webkit-linear-gradient(top, #0088cc, #0077b3);background-image:-o-linear-gradient(top, #0088cc, #0077b3);background-image:linear-gradient(to bottom, #0088cc, #0077b3);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff0088cc', endColorstr='#ff0077b3', GradientType=0);}
.dropdown-menu>.active>a,.dropdown-menu>.active>a:hover,.dropdown-menu>.active>a:focus{color:#ffffff;text-decoration:none;outline:0;background-color:#0081c2;background-image:-moz-linear-gradient(top, #0088cc, #0077b3);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#0088cc), to(#0077b3));background-image:-webkit-linear-gradient(top, #0088cc, #0077b3);background-image:-o-linear-gradient(top, #0088cc, #0077b3);background-image:linear-gradient(to bottom, #0088cc, #0077b3);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff0088cc', endColorstr='#ff0077b3', GradientType=0);}
.dropdown-menu>.disabled>a,.dropdown-menu>.disabled>a:hover,.dropdown-menu>.disabled>a:focus{color:#999999;}
.dropdown-menu>.disabled>a:hover,.dropdown-menu>.disabled>a:focus{text-decoration:none;background-color:transparent;background-image:none;filter:progid:DXImageTransform.Microsoft.gradient(enabled = false);cursor:default;}
.open{*z-index:1000;}.open>.dropdown-menu{display:block;}
.dropdown-backdrop{position:fixed;left:0;right:0;bottom:0;top:0;z-index:990;}
.pull-right>.dropdown-menu{right:0;left:auto;}
.dropup .caret,.navbar-fixed-bottom .dropdown .caret{border-top:0;border-bottom:4px solid #000000;content:"";}
.dropup .dropdown-menu,.navbar-fixed-bottom .dropdown .dropdown-menu{top:auto;bottom:100%;margin-bottom:1px;}
.dropdown-submenu{position:relative;}
.dropdown-submenu>.dropdown-menu{top:0;left:100%;margin-top:-6px;margin-left:-1px;-webkit-border-radius:0 6px 6px 6px;-moz-border-radius:0 6px 6px 6px;border-radius:0 6px 6px 6px;}
.dropdown-submenu:hover>.dropdown-menu{display:block;}
.dropup .dropdown-submenu>.dropdown-menu{top:auto;bottom:0;margin-top:0;margin-bottom:-2px;-webkit-border-radius:5px 5px 5px 0;-moz-border-radius:5px 5px 5px 0;border-radius:5px 5px 5px 0;}
.dropdown-submenu>a:after{display:block;content:" ";float:right;width:0;height:0;border-color:transparent;border-style:solid;border-width:5px 0 5px 5px;border-left-color:#cccccc;margin-top:5px;margin-right:-10px;}
.dropdown-submenu:hover>a:after{border-left-color:#ffffff;}
.dropdown-submenu.pull-left{float:none;}.dropdown-submenu.pull-left>.dropdown-menu{left:-100%;margin-left:10px;-webkit-border-radius:6px 0 6px 6px;-moz-border-radius:6px 0 6px 6px;border-radius:6px 0 6px 6px;}
.dropdown .dropdown-menu .nav-header{padding-left:20px;padding-right:20px;}
.typeahead{z-index:1051;margin-top:2px;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px;}
.well{min-height:20px;padding:19px;margin-bottom:20px;background-color:#f5f5f5;border:1px solid #e3e3e3;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px;-webkit-box-shadow:inset 0 1px 1px rgba(0, 0, 0, 0.05);-moz-box-shadow:inset 0 1px 1px rgba(0, 0, 0, 0.05);box-shadow:inset 0 1px 1px rgba(0, 0, 0, 0.05);}.well blockquote{border-color:#ddd;border-color:rgba(0, 0, 0, 0.15);}
.well-large{padding:24px;-webkit-border-radius:6px;-moz-border-radius:6px;border-radius:6px;}
.well-small{padding:9px;-webkit-border-radius:3px;-moz-border-radius:3px;border-radius:3px;}
.fade{opacity:0;-webkit-transition:opacity 0.15s linear;-moz-transition:opacity 0.15s linear;-o-transition:opacity 0.15s linear;transition:opacity 0.15s linear;}.fade.in{opacity:1;}
.collapse{position:relative;height:0;overflow:hidden;-webkit-transition:height 0.35s ease;-moz-transition:height 0.35s ease;-o-transition:height 0.35s ease;transition:height 0.35s ease;}.collapse.in{height:auto;}
.close{float:right;font-size:20px;font-weight:bold;line-height:20px;color:#000000;text-shadow:0 1px 0 #ffffff;opacity:0.2;filter:alpha(opacity=20);}.close:hover,.close:focus{color:#000000;text-decoration:none;cursor:pointer;opacity:0.4;filter:alpha(opacity=40);}
button.close{padding:0;cursor:pointer;background:transparent;border:0;-webkit-appearance:none;}
.btn{display:inline-block;*display:inline;*zoom:1;padding:4px 12px;margin-bottom:0;font-size:13px;line-height:20px;text-align:center;vertical-align:middle;cursor:pointer;color:#333333;text-shadow:0 1px 1px rgba(255, 255, 255, 0.75);background-color:#f5f5f5;background-image:-moz-linear-gradient(top, #ffffff, #e6e6e6);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#ffffff), to(#e6e6e6));background-image:-webkit-linear-gradient(top, #ffffff, #e6e6e6);background-image:-o-linear-gradient(top, #ffffff, #e6e6e6);background-image:linear-gradient(to bottom, #ffffff, #e6e6e6);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ffffffff', endColorstr='#ffe6e6e6', GradientType=0);border-color:#e6e6e6 #e6e6e6 #bfbfbf;border-color:rgba(0, 0, 0, 0.1) rgba(0, 0, 0, 0.1) rgba(0, 0, 0, 0.25);*background-color:#e6e6e6;filter:progid:DXImageTransform.Microsoft.gradient(enabled = false);border:1px solid #cccccc;*border:0;border-bottom-color:#b3b3b3;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px;*margin-left:.3em;-webkit-box-shadow:inset 0 1px 0 rgba(255,255,255,.2), 0 1px 2px rgba(0,0,0,.05);-moz-box-shadow:inset 0 1px 0 rgba(255,255,255,.2), 0 1px 2px rgba(0,0,0,.05);box-shadow:inset 0 1px 0 rgba(255,255,255,.2), 0 1px 2px rgba(0,0,0,.05);}.btn:hover,.btn:focus,.btn:active,.btn.active,.btn.disabled,.btn[disabled]{color:#333333;background-color:#e6e6e6;*background-color:#d9d9d9;}
.btn:active,.btn.active{background-color:#cccccc \9;}
.btn:hover,.btn:focus,.btn:active,.btn.active,.btn.disabled,.btn[disabled]{color:#333333;background-color:#e6e6e6;*background-color:#d9d9d9;}
.btn:active,.btn.active{background-color:#cccccc \9;}
.btn:first-child{*margin-left:0;}
.btn:first-child{*margin-left:0;}
.btn:hover,.btn:focus{color:#333333;text-decoration:none;background-position:0 -15px;-webkit-transition:background-position 0.1s linear;-moz-transition:background-position 0.1s linear;-o-transition:background-position 0.1s linear;transition:background-position 0.1s linear;}
.btn:focus{outline:thin dotted #333;outline:5px auto -webkit-focus-ring-color;outline-offset:-2px;}
.btn.active,.btn:active{background-image:none;outline:0;-webkit-box-shadow:inset 0 2px 4px rgba(0,0,0,.15), 0 1px 2px rgba(0,0,0,.05);-moz-box-shadow:inset 0 2px 4px rgba(0,0,0,.15), 0 1px 2px rgba(0,0,0,.05);box-shadow:inset 0 2px 4px rgba(0,0,0,.15), 0 1px 2px rgba(0,0,0,.05);}
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.btn-block+.btn-block{margin-top:5px;}
input[type="submit"].btn-block,input[type="reset"].btn-block,input[type="button"].btn-block{width:100%;}
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.btn-link,.btn-link:active,.btn-link[disabled]{background-color:transparent;background-image:none;-webkit-box-shadow:none;-moz-box-shadow:none;box-shadow:none;}
.btn-link{border-color:transparent;cursor:pointer;color:#0088cc;-webkit-border-radius:0;-moz-border-radius:0;border-radius:0;}
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.btn-group:first-child{*margin-left:0;}
.btn-group+.btn-group{margin-left:5px;}
.btn-toolbar{font-size:0;margin-top:10px;margin-bottom:10px;}.btn-toolbar>.btn+.btn,.btn-toolbar>.btn-group+.btn,.btn-toolbar>.btn+.btn-group{margin-left:5px;}
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.btn-group>.btn+.btn{margin-left:-1px;}
.btn-group>.btn,.btn-group>.dropdown-menu,.btn-group>.popover{font-size:13px;}
.btn-group>.btn-mini{font-size:9.75px;}
.btn-group>.btn-small{font-size:11.049999999999999px;}
.btn-group>.btn-large{font-size:16.25px;}
.btn-group>.btn:first-child{margin-left:0;-webkit-border-top-left-radius:4px;-moz-border-radius-topleft:4px;border-top-left-radius:4px;-webkit-border-bottom-left-radius:4px;-moz-border-radius-bottomleft:4px;border-bottom-left-radius:4px;}
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.btn-group.open .btn-info.dropdown-toggle{background-color:#2f96b4;}
.btn-group.open .btn-inverse.dropdown-toggle{background-color:#222222;}
.btn .caret{margin-top:8px;margin-left:0;}
.btn-large .caret{margin-top:6px;}
.btn-large .caret{border-left-width:5px;border-right-width:5px;border-top-width:5px;}
.btn-mini .caret,.btn-small .caret{margin-top:8px;}
.dropup .btn-large .caret{border-bottom-width:5px;}
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.btn-group-vertical>.btn+.btn{margin-left:0;margin-top:-1px;}
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.alert{padding:8px 35px 8px 14px;margin-bottom:20px;text-shadow:0 1px 0 rgba(255, 255, 255, 0.5);background-color:#fcf8e3;border:1px solid #fbeed5;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px;}
.alert,.alert h4{color:#c09853;}
.alert h4{margin:0;}
.alert .close{position:relative;top:-2px;right:-21px;line-height:20px;}
.alert-success{background-color:#dff0d8;border-color:#d6e9c6;color:#468847;}
.alert-success h4{color:#468847;}
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.alert-danger h4,.alert-error h4{color:#b94a48;}
.alert-info{background-color:#d9edf7;border-color:#bce8f1;color:#3a87ad;}
.alert-info h4{color:#3a87ad;}
.alert-block{padding-top:14px;padding-bottom:14px;}
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.alert-block p+p{margin-top:5px;}
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.nav-tabs .dropdown-toggle .caret{margin-top:8px;}
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.tabbable{*zoom:1;}.tabbable:before,.tabbable:after{display:table;content:"";line-height:0;}
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.modal-footer .btn-block+.btn-block{margin-left:0;}
.tooltip{position:absolute;z-index:1030;display:block;visibility:visible;font-size:11px;line-height:1.4;opacity:0;filter:alpha(opacity=0);}.tooltip.in{opacity:0.8;filter:alpha(opacity=80);}
.tooltip.top{margin-top:-3px;padding:5px 0;}
.tooltip.right{margin-left:3px;padding:0 5px;}
.tooltip.bottom{margin-top:3px;padding:5px 0;}
.tooltip.left{margin-left:-3px;padding:0 5px;}
.tooltip-inner{max-width:200px;padding:8px;color:#ffffff;text-align:center;text-decoration:none;background-color:#000000;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px;}
.tooltip-arrow{position:absolute;width:0;height:0;border-color:transparent;border-style:solid;}
.tooltip.top .tooltip-arrow{bottom:0;left:50%;margin-left:-5px;border-width:5px 5px 0;border-top-color:#000000;}
.tooltip.right .tooltip-arrow{top:50%;left:0;margin-top:-5px;border-width:5px 5px 5px 0;border-right-color:#000000;}
.tooltip.left .tooltip-arrow{top:50%;right:0;margin-top:-5px;border-width:5px 0 5px 5px;border-left-color:#000000;}
.tooltip.bottom .tooltip-arrow{top:0;left:50%;margin-left:-5px;border-width:0 5px 5px;border-bottom-color:#000000;}
.popover{position:absolute;top:0;left:0;z-index:1010;display:none;max-width:276px;padding:1px;text-align:left;background-color:#ffffff;-webkit-background-clip:padding-box;-moz-background-clip:padding;background-clip:padding-box;border:1px solid #ccc;border:1px solid rgba(0, 0, 0, 0.2);-webkit-border-radius:6px;-moz-border-radius:6px;border-radius:6px;-webkit-box-shadow:0 5px 10px rgba(0, 0, 0, 0.2);-moz-box-shadow:0 5px 10px rgba(0, 0, 0, 0.2);box-shadow:0 5px 10px rgba(0, 0, 0, 0.2);white-space:normal;}.popover.top{margin-top:-10px;}
.popover.right{margin-left:10px;}
.popover.bottom{margin-top:10px;}
.popover.left{margin-left:-10px;}
.popover-title{margin:0;padding:8px 14px;font-size:14px;font-weight:normal;line-height:18px;background-color:#f7f7f7;border-bottom:1px solid #ebebeb;-webkit-border-radius:5px 5px 0 0;-moz-border-radius:5px 5px 0 0;border-radius:5px 5px 0 0;}.popover-title:empty{display:none;}
.popover-content{padding:9px 14px;}
.popover .arrow,.popover .arrow:after{position:absolute;display:block;width:0;height:0;border-color:transparent;border-style:solid;}
.popover .arrow{border-width:11px;}
.popover .arrow:after{border-width:10px;content:"";}
.popover.top .arrow{left:50%;margin-left:-11px;border-bottom-width:0;border-top-color:#999;border-top-color:rgba(0, 0, 0, 0.25);bottom:-11px;}.popover.top .arrow:after{bottom:1px;margin-left:-10px;border-bottom-width:0;border-top-color:#ffffff;}
.popover.right .arrow{top:50%;left:-11px;margin-top:-11px;border-left-width:0;border-right-color:#999;border-right-color:rgba(0, 0, 0, 0.25);}.popover.right .arrow:after{left:1px;bottom:-10px;border-left-width:0;border-right-color:#ffffff;}
.popover.bottom .arrow{left:50%;margin-left:-11px;border-top-width:0;border-bottom-color:#999;border-bottom-color:rgba(0, 0, 0, 0.25);top:-11px;}.popover.bottom .arrow:after{top:1px;margin-left:-10px;border-top-width:0;border-bottom-color:#ffffff;}
.popover.left .arrow{top:50%;right:-11px;margin-top:-11px;border-right-width:0;border-left-color:#999;border-left-color:rgba(0, 0, 0, 0.25);}.popover.left .arrow:after{right:1px;border-right-width:0;border-left-color:#ffffff;bottom:-10px;}
.thumbnails{margin-left:-20px;list-style:none;*zoom:1;}.thumbnails:before,.thumbnails:after{display:table;content:"";line-height:0;}
.thumbnails:after{clear:both;}
.thumbnails:before,.thumbnails:after{display:table;content:"";line-height:0;}
.thumbnails:after{clear:both;}
.row-fluid .thumbnails{margin-left:0;}
.thumbnails>li{float:left;margin-bottom:20px;margin-left:20px;}
.thumbnail{display:block;padding:4px;line-height:20px;border:1px solid #ddd;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px;-webkit-box-shadow:0 1px 3px rgba(0, 0, 0, 0.055);-moz-box-shadow:0 1px 3px rgba(0, 0, 0, 0.055);box-shadow:0 1px 3px rgba(0, 0, 0, 0.055);-webkit-transition:all 0.2s ease-in-out;-moz-transition:all 0.2s ease-in-out;-o-transition:all 0.2s ease-in-out;transition:all 0.2s ease-in-out;}
a.thumbnail:hover,a.thumbnail:focus{border-color:#0088cc;-webkit-box-shadow:0 1px 4px rgba(0, 105, 214, 0.25);-moz-box-shadow:0 1px 4px rgba(0, 105, 214, 0.25);box-shadow:0 1px 4px rgba(0, 105, 214, 0.25);}
.thumbnail>img{display:block;max-width:100%;margin-left:auto;margin-right:auto;}
.thumbnail .caption{padding:9px;color:#555555;}
.media,.media-body{overflow:hidden;*overflow:visible;zoom:1;}
.media,.media .media{margin-top:15px;}
.media:first-child{margin-top:0;}
.media-object{display:block;}
.media-heading{margin:0 0 5px;}
.media>.pull-left{margin-right:10px;}
.media>.pull-right{margin-left:10px;}
.media-list{margin-left:0;list-style:none;}
.label,.badge{display:inline-block;padding:2px 4px;font-size:10.998px;font-weight:bold;line-height:14px;color:#ffffff;vertical-align:baseline;white-space:nowrap;text-shadow:0 -1px 0 rgba(0, 0, 0, 0.25);background-color:#999999;}
.label{-webkit-border-radius:3px;-moz-border-radius:3px;border-radius:3px;}
.badge{padding-left:9px;padding-right:9px;-webkit-border-radius:9px;-moz-border-radius:9px;border-radius:9px;}
.label:empty,.badge:empty{display:none;}
a.label:hover,a.label:focus,a.badge:hover,a.badge:focus{color:#ffffff;text-decoration:none;cursor:pointer;}
.label-important,.badge-important{background-color:#b94a48;}
.label-important[href],.badge-important[href]{background-color:#953b39;}
.label-warning,.badge-warning{background-color:#f89406;}
.label-warning[href],.badge-warning[href]{background-color:#c67605;}
.label-success,.badge-success{background-color:#468847;}
.label-success[href],.badge-success[href]{background-color:#356635;}
.label-info,.badge-info{background-color:#3a87ad;}
.label-info[href],.badge-info[href]{background-color:#2d6987;}
.label-inverse,.badge-inverse{background-color:#333333;}
.label-inverse[href],.badge-inverse[href]{background-color:#1a1a1a;}
.btn .label,.btn .badge{position:relative;top:-1px;}
.btn-mini .label,.btn-mini .badge{top:0;}
@-webkit-keyframes progress-bar-stripes{from{background-position:40px 0;} to{background-position:0 0;}}@-moz-keyframes progress-bar-stripes{from{background-position:40px 0;} to{background-position:0 0;}}@-ms-keyframes progress-bar-stripes{from{background-position:40px 0;} to{background-position:0 0;}}@-o-keyframes progress-bar-stripes{from{background-position:0 0;} to{background-position:40px 0;}}@keyframes progress-bar-stripes{from{background-position:40px 0;} to{background-position:0 0;}}.progress{overflow:hidden;height:20px;margin-bottom:20px;background-color:#f7f7f7;background-image:-moz-linear-gradient(top, #f5f5f5, #f9f9f9);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#f5f5f5), to(#f9f9f9));background-image:-webkit-linear-gradient(top, #f5f5f5, #f9f9f9);background-image:-o-linear-gradient(top, #f5f5f5, #f9f9f9);background-image:linear-gradient(to bottom, #f5f5f5, #f9f9f9);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#fff5f5f5', endColorstr='#fff9f9f9', GradientType=0);-webkit-box-shadow:inset 0 1px 2px rgba(0, 0, 0, 0.1);-moz-box-shadow:inset 0 1px 2px rgba(0, 0, 0, 0.1);box-shadow:inset 0 1px 2px rgba(0, 0, 0, 0.1);-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px;}
.progress .bar{width:0%;height:100%;color:#ffffff;float:left;font-size:12px;text-align:center;text-shadow:0 -1px 0 rgba(0, 0, 0, 0.25);background-color:#0e90d2;background-image:-moz-linear-gradient(top, #149bdf, #0480be);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#149bdf), to(#0480be));background-image:-webkit-linear-gradient(top, #149bdf, #0480be);background-image:-o-linear-gradient(top, #149bdf, #0480be);background-image:linear-gradient(to bottom, #149bdf, #0480be);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff149bdf', endColorstr='#ff0480be', GradientType=0);-webkit-box-shadow:inset 0 -1px 0 rgba(0, 0, 0, 0.15);-moz-box-shadow:inset 0 -1px 0 rgba(0, 0, 0, 0.15);box-shadow:inset 0 -1px 0 rgba(0, 0, 0, 0.15);-webkit-box-sizing:border-box;-moz-box-sizing:border-box;box-sizing:border-box;-webkit-transition:width 0.6s ease;-moz-transition:width 0.6s ease;-o-transition:width 0.6s ease;transition:width 0.6s ease;}
.progress .bar+.bar{-webkit-box-shadow:inset 1px 0 0 rgba(0,0,0,.15), inset 0 -1px 0 rgba(0,0,0,.15);-moz-box-shadow:inset 1px 0 0 rgba(0,0,0,.15), inset 0 -1px 0 rgba(0,0,0,.15);box-shadow:inset 1px 0 0 rgba(0,0,0,.15), inset 0 -1px 0 rgba(0,0,0,.15);}
.progress-striped .bar{background-color:#149bdf;background-image:-webkit-gradient(linear, 0 100%, 100% 0, color-stop(0.25, rgba(255, 255, 255, 0.15)), color-stop(0.25, transparent), color-stop(0.5, transparent), color-stop(0.5, rgba(255, 255, 255, 0.15)), color-stop(0.75, rgba(255, 255, 255, 0.15)), color-stop(0.75, transparent), to(transparent));background-image:-webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-image:-moz-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-image:-o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-image:linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);-webkit-background-size:40px 40px;-moz-background-size:40px 40px;-o-background-size:40px 40px;background-size:40px 40px;}
.progress.active .bar{-webkit-animation:progress-bar-stripes 2s linear infinite;-moz-animation:progress-bar-stripes 2s linear infinite;-ms-animation:progress-bar-stripes 2s linear infinite;-o-animation:progress-bar-stripes 2s linear infinite;animation:progress-bar-stripes 2s linear infinite;}
.progress-danger .bar,.progress .bar-danger{background-color:#dd514c;background-image:-moz-linear-gradient(top, #ee5f5b, #c43c35);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#ee5f5b), to(#c43c35));background-image:-webkit-linear-gradient(top, #ee5f5b, #c43c35);background-image:-o-linear-gradient(top, #ee5f5b, #c43c35);background-image:linear-gradient(to bottom, #ee5f5b, #c43c35);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ffee5f5b', endColorstr='#ffc43c35', GradientType=0);}
.progress-danger.progress-striped .bar,.progress-striped .bar-danger{background-color:#ee5f5b;background-image:-webkit-gradient(linear, 0 100%, 100% 0, color-stop(0.25, rgba(255, 255, 255, 0.15)), color-stop(0.25, transparent), color-stop(0.5, transparent), color-stop(0.5, rgba(255, 255, 255, 0.15)), color-stop(0.75, rgba(255, 255, 255, 0.15)), color-stop(0.75, transparent), to(transparent));background-image:-webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-image:-moz-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-image:-o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-image:linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);}
.progress-success .bar,.progress .bar-success{background-color:#5eb95e;background-image:-moz-linear-gradient(top, #62c462, #57a957);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#62c462), to(#57a957));background-image:-webkit-linear-gradient(top, #62c462, #57a957);background-image:-o-linear-gradient(top, #62c462, #57a957);background-image:linear-gradient(to bottom, #62c462, #57a957);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff62c462', endColorstr='#ff57a957', GradientType=0);}
.progress-success.progress-striped .bar,.progress-striped .bar-success{background-color:#62c462;background-image:-webkit-gradient(linear, 0 100%, 100% 0, color-stop(0.25, rgba(255, 255, 255, 0.15)), color-stop(0.25, transparent), color-stop(0.5, transparent), color-stop(0.5, rgba(255, 255, 255, 0.15)), color-stop(0.75, rgba(255, 255, 255, 0.15)), color-stop(0.75, transparent), to(transparent));background-image:-webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-image:-moz-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-image:-o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-image:linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);}
.progress-info .bar,.progress .bar-info{background-color:#4bb1cf;background-image:-moz-linear-gradient(top, #5bc0de, #339bb9);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#5bc0de), to(#339bb9));background-image:-webkit-linear-gradient(top, #5bc0de, #339bb9);background-image:-o-linear-gradient(top, #5bc0de, #339bb9);background-image:linear-gradient(to bottom, #5bc0de, #339bb9);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff5bc0de', endColorstr='#ff339bb9', GradientType=0);}
.progress-info.progress-striped .bar,.progress-striped .bar-info{background-color:#5bc0de;background-image:-webkit-gradient(linear, 0 100%, 100% 0, color-stop(0.25, rgba(255, 255, 255, 0.15)), color-stop(0.25, transparent), color-stop(0.5, transparent), color-stop(0.5, rgba(255, 255, 255, 0.15)), color-stop(0.75, rgba(255, 255, 255, 0.15)), color-stop(0.75, transparent), to(transparent));background-image:-webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-image:-moz-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-image:-o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-image:linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);}
.progress-warning .bar,.progress .bar-warning{background-color:#faa732;background-image:-moz-linear-gradient(top, #fbb450, #f89406);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#fbb450), to(#f89406));background-image:-webkit-linear-gradient(top, #fbb450, #f89406);background-image:-o-linear-gradient(top, #fbb450, #f89406);background-image:linear-gradient(to bottom, #fbb450, #f89406);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#fffbb450', endColorstr='#fff89406', GradientType=0);}
.progress-warning.progress-striped .bar,.progress-striped .bar-warning{background-color:#fbb450;background-image:-webkit-gradient(linear, 0 100%, 100% 0, color-stop(0.25, rgba(255, 255, 255, 0.15)), color-stop(0.25, transparent), color-stop(0.5, transparent), color-stop(0.5, rgba(255, 255, 255, 0.15)), color-stop(0.75, rgba(255, 255, 255, 0.15)), color-stop(0.75, transparent), to(transparent));background-image:-webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-image:-moz-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-image:-o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-image:linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);}
.accordion{margin-bottom:20px;}
.accordion-group{margin-bottom:2px;border:1px solid #e5e5e5;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px;}
.accordion-heading{border-bottom:0;}
.accordion-heading .accordion-toggle{display:block;padding:8px 15px;}
.accordion-toggle{cursor:pointer;}
.accordion-inner{padding:9px 15px;border-top:1px solid #e5e5e5;}
.carousel{position:relative;margin-bottom:20px;line-height:1;}
.carousel-inner{overflow:hidden;width:100%;position:relative;}
.carousel-inner>.item{display:none;position:relative;-webkit-transition:0.6s ease-in-out left;-moz-transition:0.6s ease-in-out left;-o-transition:0.6s ease-in-out left;transition:0.6s ease-in-out left;}.carousel-inner>.item>img,.carousel-inner>.item>a>img{display:block;line-height:1;}
.carousel-inner>.active,.carousel-inner>.next,.carousel-inner>.prev{display:block;}
.carousel-inner>.active{left:0;}
.carousel-inner>.next,.carousel-inner>.prev{position:absolute;top:0;width:100%;}
.carousel-inner>.next{left:100%;}
.carousel-inner>.prev{left:-100%;}
.carousel-inner>.next.left,.carousel-inner>.prev.right{left:0;}
.carousel-inner>.active.left{left:-100%;}
.carousel-inner>.active.right{left:100%;}
.carousel-control{position:absolute;top:40%;left:15px;width:40px;height:40px;margin-top:-20px;font-size:60px;font-weight:100;line-height:30px;color:#ffffff;text-align:center;background:#222222;border:3px solid #ffffff;-webkit-border-radius:23px;-moz-border-radius:23px;border-radius:23px;opacity:0.5;filter:alpha(opacity=50);}.carousel-control.right{left:auto;right:15px;}
.carousel-control:hover,.carousel-control:focus{color:#ffffff;text-decoration:none;opacity:0.9;filter:alpha(opacity=90);}
.carousel-indicators{position:absolute;top:15px;right:15px;z-index:5;margin:0;list-style:none;}.carousel-indicators li{display:block;float:left;width:10px;height:10px;margin-left:5px;text-indent:-999px;background-color:#ccc;background-color:rgba(255, 255, 255, 0.25);border-radius:5px;}
.carousel-indicators .active{background-color:#fff;}
.carousel-caption{position:absolute;left:0;right:0;bottom:0;padding:15px;background:#333333;background:rgba(0, 0, 0, 0.75);}
.carousel-caption h4,.carousel-caption p{color:#ffffff;line-height:20px;}
.carousel-caption h4{margin:0 0 5px;}
.carousel-caption p{margin-bottom:0;}
.hero-unit{padding:60px;margin-bottom:30px;font-size:18px;font-weight:200;line-height:30px;color:inherit;background-color:#eeeeee;-webkit-border-radius:6px;-moz-border-radius:6px;border-radius:6px;}.hero-unit h1{margin-bottom:0;font-size:60px;line-height:1;color:inherit;letter-spacing:-1px;}
.hero-unit li{line-height:30px;}
.pull-right{float:right;}
.pull-left{float:left;}
.hide{display:none;}
.show{display:block;}
.invisible{visibility:hidden;}
.affix{position:fixed;}
.clearfix{*zoom:1;}.clearfix:before,.clearfix:after{display:table;content:"";line-height:0;}
.clearfix:after{clear:both;}
.hide-text{font:0/0 a;color:transparent;text-shadow:none;background-color:transparent;border:0;}
.input-block-level{display:block;width:100%;min-height:30px;-webkit-box-sizing:border-box;-moz-box-sizing:border-box;box-sizing:border-box;}
@-ms-viewport{width:device-width;}.hidden{display:none;visibility:hidden;}
.visible-phone{display:none !important;}
.visible-tablet{display:none !important;}
.hidden-desktop{display:none !important;}
.visible-desktop{display:inherit !important;}
@media (min-width:768px) and (max-width:979px){.hidden-desktop{display:inherit !important;} .visible-desktop{display:none !important ;} .visible-tablet{display:inherit !important;} .hidden-tablet{display:none !important;}}@media (max-width:767px){.hidden-desktop{display:inherit !important;} .visible-desktop{display:none !important;} .visible-phone{display:inherit !important;} .hidden-phone{display:none !important;}}.visible-print{display:none !important;}
@media print{.visible-print{display:inherit !important;} .hidden-print{display:none !important;}}@media (min-width:1200px){.row{margin-left:-30px;*zoom:1;}.row:before,.row:after{display:table;content:"";line-height:0;} .row:after{clear:both;} .row:before,.row:after{display:table;content:"";line-height:0;} .row:after{clear:both;} [class*="span"]{float:left;min-height:1px;margin-left:30px;} .container,.navbar-static-top .container,.navbar-fixed-top .container,.navbar-fixed-bottom .container{width:1170px;} .span12{width:1170px;} .span11{width:1070px;} .span10{width:970px;} .span9{width:870px;} .span8{width:770px;} .span7{width:670px;} .span6{width:570px;} .span5{width:470px;} .span4{width:370px;} .span3{width:270px;} .span2{width:170px;} .span1{width:70px;} .offset12{margin-left:1230px;} .offset11{margin-left:1130px;} .offset10{margin-left:1030px;} .offset9{margin-left:930px;} .offset8{margin-left:830px;} .offset7{margin-left:730px;} .offset6{margin-left:630px;} 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<h2 id="syde-556750-simulating-neurobiological-systems">SYDE 556/750: Simulating Neurobiological Systems</h2>
<p>Winter 2014</p>
<p>Terry Stewart</p>
</div>
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In&nbsp;[1]:
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<div class="highlight"><pre><span class="kn">from</span> <span class="nn">IPython.display</span> <span class="kn">import</span> <span class="n">YouTubeVideo</span>
<span class="n">YouTubeVideo</span><span class="p">(</span><span class="s">&#39;U_Q6Xjz9QHg&#39;</span><span class="p">,</span> <span class="n">width</span><span class="o">=</span><span class="mi">720</span><span class="p">,</span> <span class="n">height</span><span class="o">=</span><span class="mi">400</span><span class="p">,</span> <span class="n">loop</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">autoplay</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">playlist</span><span class="o">=</span><span class="s">&#39;U_Q6Xjz9QHg&#39;</span><span class="p">)</span>
</pre></div>

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    Out[1]:</div>
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        <iframe
            width="720"
            height=400"
            src="http://www.youtube.com/embed/U_Q6Xjz9QHg?playlist=U_Q6Xjz9QHg&loop=1&autoplay=0"
            frameborder="0"
            allowfullscreen
        ></iframe>
        
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</div></section>
    </section><section>
    <section>
<div class="text_cell_render border-box-sizing rendered_html">
<h1 id="overall-goal">Overall Goal</h1>
<ul>
<li>Building simulated brains</li>
<li>Why?
<ul>
<li>To figure out how brains work</li>
<li>To apply this knowledge to building systems</li>
</ul></li>
</ul>
</div></section>
    </section><section>
    <section>
<div class="text_cell_render border-box-sizing rendered_html">
<h1 id="administration">Administration</h1>
<ul>
<li>Course website: <a href="http://compneuro.uwaterloo.ca/research/syde-750.html">http://compneuro.uwaterloo.ca/research/syde-750.html</a></li>
<li>Contact information</li>
<li>Terry Stewart: <a href="mailto:tcstewar@uwaterloo.ca">tcstewar@uwaterloo.ca</a></li>
<li>Course times: 11:00-12:30 DWE 3519</li>
<li>Office hours: 2 hours after each lecture</li>
</ul>
</div></section><section>
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="coursework">Coursework</h2>
<ul>
<li>Four assignments (60%)
<ul>
<li>20%, 20%, 10%, 10%</li>
<li>Two weeks for each assignment, except last one (one week)</li>
<li>Everyone writes their own code, generates their own graphs, writes their own answers
<ul>
<li>But it helps to get together to discuss things</li>
</ul></li>
</ul></li>
<li>Final project
<ul>
<li>Make a novel model of some neural system</li>
<li>For 556 students, this can be just an extension of something seen in class</li>
<li>For 750 students, this must be more of a research project</li>
<li><a href="http://compneuro.uwaterloo.ca/research/syde-750/syde-556-possible-projects.html">ideas</a></li>
</ul></li>
</ul>
</div></section><section>
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="schedule">Schedule</h2>
<table>
<tr><th>
Week
</th><th>
Reading
</th><th>
Monday
</th><th>
Wednesday
</th><th>
Assignments
</th></tr>
<tr><td>
Jan 6, 8
</td><td>
Chpt 1
</td><td>
Introduction
</td><td>
Neurons
</td><td></td></tr>
<tr><td>
Jan 13, 15
</td><td>
Chpt 2,4
</td><td colspan=2>
Neural Coding
</td><td>
#1 posted
</td></tr>
<tr><td>
Jan 20, 22
</td><td>
Chpt 4
</td><td colspan=2>
Neural Models
</td><td></td></tr>
<tr><td>
Jan 27, 29
</td><td>
Chpt 5,6
</td><td colspan=2>
Feedforward Transformations
</td><td>
#1 due (29th at dawn); #2 posted
</td></tr>
<tr><td>
Feb 3, 5
</td><td>
Chpt 6,3
</td><td colspan=2>
Nonlinear Transformations
</td><td></td></tr>
<tr><td>
Feb 10, 12
</td><td>
Chpt 7
</td><td colspan=2>
Analysis of Representations
</td><td>
#2 due (14th at dawn)
</td></tr>
<tr><td>
Feb 17, 19
</td><td></td><td colspan=2>
<em>Reading Week</em>
</td><td>
#3 posted
</td></tr>
<tr><td>
Feb 24, 26
</td><td>
Chpt 8
</td><td colspan=2>
Dynamics and Neural Control
</td><td></td></tr>
<tr><td>
Mar 3, 5
</td><td>
Chpt 8
</td><td colspan=2>
Dynamics and Neural Control
</td><td>
#3 due (5th at dawn)
</td></tr>
<tr><td>
Mar 10, 12
</td><td>
Chpt 9
</td><td colspan=2>
Inference and Learning
</td><td>
#4 posted
</td></tr>
<tr><td>
Mar 17, 19
</td><td></td><td colspan=2></td><td>
#4 due (19th at dawn)
</td></tr>
<tr><td>
Mar 24, 26
</td><td></td><td colspan=2>
Project Presentations
</td><td></td></tr>
<tr><td>
Mar 31, Apr 2
</td><td></td><td colspan=2>
Project Presentations
</td><td></td></tr>
</table>


</div></section>
    </section><section>
    <section>
<div class="text_cell_render border-box-sizing rendered_html">
<h1 id="my-background">My Background</h1>
<ul>
<li>Undergrad: Systems (Waterloo)
<ul>
<li>option in Cognitive Science</li>
</ul></li>
<li>Masters of Philosophy in Computer Science and AI (Sussex)
<ul>
<li>experimental psychology on robots</li>
</ul></li>
<li>PhD in Cognitive Science (Carleton)
<ul>
<li>philosophy of computational modelling</li>
</ul></li>
</ul>
</div></section><section>
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="research-theme">Research Theme</h2>
<ul>
<li>How does the mind work?</li>
<li>Most complex and most interesting system humanity has ever studied
<ul>
<li>Why study anything else?</li>
</ul></li>
<li>How should we go about studying it?
<ul>
<li>What techniques/tools?</li>
<li>How do we know if we're making progress?</li>
<li>How do we deal with the complexity?</li>
</ul></li>
</ul>
</div></section><section>
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="standard-approach">Standard Approach</h2>
<ul>
<li>Psychology <img src="lecture1/WorkingMemory.jpg" width=400 style="float:right">
<ul>
<li>Measure people's performance in lots of situations</li>
<li>Describe processes that might explain observations</li>
<li>Example: memory</li>
</ul></li>
</ul>
</div><div class="fragment">
    
<div class="text_cell_render border-box-sizing rendered_html">
<ul>
<li>Problems
<ul>
<li>Hard to get quantitative predictions</li>
<li>Compare to Aristotelian gravity
<ul>
<li>&quot;All bodies move toward their natural place&quot;</li>
</ul></li>
</ul></li>
</ul>
</div>
    </div></section>
    </section><section>
    <section>
<div class="text_cell_render border-box-sizing rendered_html">
<h1 id="cognitive-modelling">Cognitive Modelling</h1>
<ul>
<li>Let's build it <img src="lecture1/understand.gif" style="float:right">
<ul>
<li>Specify theory in enough detail that this is possible</li>
<li>Tends to get complex, so need computer simulation</li>
</ul></li>
<li>Do for psychology what Newton did for physics
<ul>
<li>Note that Newton got lucky that gravity turned out to be analytically tractable</li>
<li>If he had a computer, he wouldn't have had to invent calculus</li>
</ul></li>
</ul>
</div></section><section>
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<h2 id="cognitive-models">Cognitive Models</h2>
<ul>
<li>Lots of different models <img src="lecture1/conditioning.gif" style="float:right">
<ul>
<li>e.g. Conditioning (Rescorla-Wagner model) <img src="lecture1/RescorlaWagner.png" style="float:right"></li>
</ul></li>
</ul>
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<h1 id="cognitive-architectures">Cognitive Architectures</h1>
<ul>
<li>Don't want to make a whole new model for each situation
<ul>
<li>Hard to generalize</li>
<li>Lots of parameters</li>
<li>Can fit anything</li>
</ul></li>
<li>Identify basic components used across tasks
<ul>
<li>Adds constraints</li>
<li>Imposes a high-level organizational theory</li>
</ul></li>
</ul>
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<h2 id="act-r">ACT-R</h2>
<ul>
<li>Most widely used cognitive architecture <img src="lecture1/ACTR.png" width=500px style="float:right">
<ul>
<li><a href="http://act-r.psy.cmu.edu/">http://act-r.psy.cmu.edu/</a></li>
<li>Remembering lists</li>
<li>Driving a car</li>
<li>Dialing a phone</li>
<li>Mental arithmetic</li>
<li>Parsing a sentence</li>
<li>Military training</li>
<li>etc etc</li>
</ul></li>
<li>Each components has equations
<ul>
<li>Memory activation: <span class="math">\(A_i = ln( \sum t_j^{-d})+\beta_i\)</span></li>
<li>Including timing</li>
<li>Recall time: <span class="math">\(T = F e^{-fA_i}\)</span></li>
</ul></li>
</ul>
</div></section><section>
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<h2 id="problems">Problems</h2>
<ul>
<li>Disconnected from neuroscience
<ul>
<li>Trying to map components of the model to brain areas</li>
<li>When a component is active, maybe neurons in that area are more active?</li>
</ul></li>
<li>No &quot;bridging laws&quot;
<ul>
<li>Like having rules of chemistry that never mention that it's all built out of atoms and electrons</li>
</ul></li>
<li>No constraints on the equations
<ul>
<li>Just anything that can be written down</li>
<li>Many possibilities; hard to figure out what matches human data best</li>
</ul></li>
<li>Maybe that's okay
<ul>
<li>Do we understand the brain enough to make this connection and constrain theories?</li>
<li>When understanding a word processor, do we worry about transistors?</li>
</ul></li>
</ul>
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<h1 id="the-brain">The Brain</h1>
<ul>
<li>2 kg (2% of body weight)</li>
<li>20 Watts (25% of power consumption)</li>
<li>Area: 4 sheets of paper</li>
<li>Neurons: 100 billion (150,000 per <span class="math">\(mm^2\)</span>)</li>
</ul>
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<h2 id="brain-structures">Brain structures</h2>
<ul>
<li>Lots of visually obvious structure</li>
<li>Lots of greek and latin names to remember
<ul>
<li>frontal cortex, thalamus, amygdala, hypothalamus, substantia nigra, etc etc</li>
</ul></li>
</ul>
<p><img src="lecture1/brain1.jpg" width=300px> <img src="lecture1/brain2.png" width=300px></p>
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<h2 id="a-neuron">A Neuron</h2>
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<h1 id="neurons-in-the-brain">Neurons in the brain</h1>
<ul>
<li>100 billion</li>
<li>100's or 1000's of visually distinct types</li>
<li>Axon length: from <span class="math">\(10^{-4}\)</span> to <span class="math">\(5\)</span> m</li>
<li>Each neuron: 500-200,000 inputs and outputs
<ul>
<li>72km of axons</li>
</ul></li>
<li>Communication: 100's of different neurotransmitters</li>
</ul>
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<h2 id="neuron-communication-synapses">Neuron communication: Synapses</h2>
<p><img src=lecture1/NeuronStructure.jpg></p>
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<h2 id="what-it-really-looks-like">What it really looks like</h2>
<p><img src=lecture1/brainbow2.jpg></p>
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<h2 id="what-it-really-really-looks-like">What it really really looks like</h2>
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<h1 id="considering-the-brain">Considering the brain</h1>
<ul>
<li>lesion studies</li>
<li>what are the effects of damaging different parts of the brain?
<ul>
<li>occipital cortex: blindness (call it visual cortex)</li>
<li>inferior frontal gyrus: can't speak (Broca's area)</li>
<li>posterior superior temporal gyrus: can't understand speech (Wernicke's area)</li>
<li>fusiform gyrus: can't recognize faces (and other complex objects)</li>
<li>prefrontal cortex: moral judgement???</li>
<li>aperceptive visual agnosia</li>
<li>etc, etc, etc</li>
</ul></li>
</ul>
</div></section><section>
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<h2 id="fmri">fMRI</h2>
<ul>
<li>Functional Magnetic Resonance Imaging <img src=lecture1/fMRI.jpg style="float:right"></li>
<li>Measure blood oxygenation levels in the brain
<ul>
<li>show the difference between two tasks</li>
<li>averaged over ~100 trials</li>
</ul></li>
<li>Measured while performing tasks
<ul>
<li>~4 second between scans</li>
<li>some attempts at going faster, but blood vessels don't change much faster than this</li>
</ul></li>
<li>Shows where energy is being used in the brain
<ul>
<li>equivalent to figuring out how a CPU works by measuring temperature</li>
<li>a bit more fine-grained than lesion studies</li>
</ul></li>
<li><a href="http://neurosynth.org/">Neurosynth</a></li>
</ul>
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<h2 id="eeg">EEG</h2>
<ul>
<li>Electrical activity at the scalp</li>
<li>High time resolution</li>
<li>Large-scale communication between areas</li>
</ul>
<p><img src="lecture1/eeg-person.jpg" width=200px> <img src="lecture1/eeg-data.jpg" width=200px> <img src="lecture1/p300.jpg" width=200px></p>
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<h2 id="single-cell-recording">Single cell recording</h2>
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<p><img src="lecture1/catgratings.gif" width=400px></p>
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<h2 id="local-field-potential">Local Field Potential</h2>
<ul>
<li>Place electrodes into the brain, record from it
<ul>
<li>not necessarily right at a neuron</li>
</ul></li>
<li>Multielectrode recordings</li>
<li>Post-processing: &quot;Spike sorting&quot;</li>
</ul>
<p><img src="lecture1/multielectrode.jpg" width=300px> <img src="lecture1/spikesorting.png" width=300px></p>
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<h2 id="rat-place-cells">Rat place cells</h2>
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<h2 id="calcium-imaging">Calcium Imaging</h2>
<ul>
<li>In a fish embryo</li>
</ul>
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<h2 id="calcium-imaging">Calcium imaging</h2>
<ul>
<li>In a stalking fish</li>
</ul>
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<h2 id="optogenetics">Optogenetics</h2>
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<h1 id="what-do-we-know">What do we know?</h1>
<ul>
<li>lots of details
<ul>
<li>Data: &quot;The proportion of type A neurons in area X is Y&quot;</li>
<li>Conclusion: &quot;Therefore, the proportion of type A neurons in area X is Y&quot;.</li>
</ul></li>
<li>hard to get a big picture
<ul>
<li>over-generalizing from data</li>
</ul></li>
<li>&quot;data-rich and theory-poor&quot;
<ul>
<li>need some way to connect these details</li>
<li>need a unifying theory</li>
</ul></li>
</ul>
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<h2 id="levels-of-description">Levels of description</h2>
<p><img src="lecture1/levels.png" width=500px></p>
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<h1 id="computational-neuroscience">Computational Neuroscience</h1>
<ul>
<li>what I cannot create, I do not understand <img src="lecture1/understand.gif" style="float:right"></li>
<li>build a computer simulation
<ul>
<li>do to neuroscience what Newton did to physics</li>
<li>too complex to be analytically tractable, so use computer simulation</li>
</ul></li>
<li>Can we use this to connect the levels?</li>
</ul>
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<h2 id="single-neuron-simulation">Single neuron simulation</h2>
<ul>
<li>Hodgkin &amp; Huxley, 1952</li>
</ul>
<p><img src="lecture1/hh-neuron1.png" width=600px></p>
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<h2 id="single-neuron-simulation">Single neuron simulation</h2>
<ul>
<li>Hodgkin &amp; Huxley, 1952</li>
</ul>
<p><img src="lecture1/hh-neuron2.png" width=600px></p>
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<h2 id="single-neuron-simulation">Single neuron simulation</h2>
<p><img src="lecture1/hh-circuit.png" width=200px> <img src="lecture1/hh-circuit2.jpg" width=200px> <img src="lecture1/hh-circuit3.gif" width=200px></p>
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<h2 id="millions-of-neurons">Millions of neurons</h2>
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<h2 id="billions-of-neurons">Billions of neurons</h2>
<ul>
<li>Simplify the neuron model
<ul>
<li><span class="math">\(C {dV \over dt} = I - {V \over R}\)</span></li>
</ul></li>
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<div class="highlight"><pre><span class="kn">from</span> <span class="nn">IPython.display</span> <span class="kn">import</span> <span class="n">YouTubeVideo</span>
<span class="n">YouTubeVideo</span><span class="p">(</span><span class="s">&#39;WmChhExovzY&#39;</span><span class="p">,</span> <span class="n">width</span><span class="o">=</span><span class="mi">600</span><span class="p">,</span> <span class="n">height</span><span class="o">=</span><span class="mi">400</span><span class="p">)</span>
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<h2 id="the-controversy">The controversy</h2>
<ul>
<li>what level of detail for the neurons? how should they be connected?</li>
<li>IBM SyNAPSE project
<ul>
<li>billions of neurons, but very simple models</li>
<li>randomly connected</li>
<li>2009: &quot;Cat&quot;-scale brain (1 billion neurons)
<ul>
<li>2012: &quot;Human&quot;-scale brain (100 billion neurons)</li>
</ul></li>
<li>Called a <a href="http://spectrum.ieee.org/tech-talk/semiconductors/devices/blue-brain-project-leader-angry-about-cat-brain">&quot;hoax and PR stunt&quot;</a> by:<br /></li>
</ul></li>
<li>Blue Brain
<ul>
<li>much more detailed neurons</li>
<li>randomly connected</li>
</ul></li>
<li>how much detail is enough?
<ul>
<li>how could we know?</li>
</ul></li>
</ul>
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<ul>
<li>The real test: connecting to <em>behaviour</em>
<ul>
<li>How can we build models that actually do something?</li>
<li>How should we connect realistic neurons so they work together?</li>
</ul></li>
</ul>
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<h1 id="the-neural-engineering-framework">The Neural Engineering Framework</h1>
<ul>
<li>Our attempt
<ul>
<li>probably wrong, but got to start somewhere</li>
</ul></li>
<li>Three principles
<ul>
<li>Representation</li>
<li>Transformation</li>
<li>Dynamics</li>
</ul></li>
<li>Building behaviour out of detailed low-level components</li>
</ul>
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<h2 id="representation">Representation</h2>
<ul>
<li>How do neurons represent information?</li>
<li>What is the mapping between a value to be stored and the activity of a group of neurons?</li>
<li>What sorts of values can be stored?</li>
<li>Examples:
<ul>
<li>Line detection in retina</li>
<li>Place cells</li>
</ul></li>
<li>Claim: every group of neurons should be thought of as representing something
<ul>
<li>each neuron has some preferred value</li>
<li>neurons fire more strongly the closer the value is to that preferred value</li>
<li>values are <em>vectors</em></li>
</ul></li>
</ul>
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<h2 id="transformation">Transformation</h2>
<ul>
<li>Connections compute functions on those vectors</li>
<li>Activity of one group of neurons causes another group to fire
<ul>
<li>One group may represent <span class="math">\(x\)</span>, connected to annother group representing <span class="math">\(y\)</span></li>
<li>Whatever firing pattern we get in <span class="math">\(y\)</span> due to <span class="math">\(x\)</span> is a function <span class="math">\(y = f(x)\)</span></li>
</ul></li>
<li>Can find what class of functions are well approximated this way</li>
<li>Puts limits on the algorithms we can implement with neurons</li>
</ul>
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<h2 id="dynamics">Dynamics</h2>
<ul>
<li>Recurrent connections (feedback)</li>
<li>Turns out to allow us to compute functions of this form:
<ul>
<li><span class="math">\({dx \over dt} = f(x, u)\)</span></li>
<li>where <span class="math">\(x\)</span> is what the neurons represent, and <span class="math">\(u\)</span> is the input neurons</li>
</ul></li>
<li>Great for implementing all of control theory</li>
<li>Also memory! (<span class="math">\({dx \over dt} = u\)</span>)</li>
</ul>
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<h1 id="examples">Examples</h1>
<ul>
<li>This approach gives us a neural compiler</li>
<li>Given an algorithm, you can solve for the connections between neurons that will approximate that algorithm
<ul>
<li>Works for a wide variety of neuron models</li>
<li>Number of neurons affects accuracy</li>
<li>Neuron properties influence timing</li>
</ul></li>
</ul>
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<h2 id="vision-character-recognition">Vision: character recognition</h2>
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<h2 id="simple-reactions-braitenburg-vehicle">Simple reactions: Braitenburg vehicle</h2>
<iframe width="640" height="390" src="//www.youtube.com/embed/8w9LrrFkqq8" frameborder="0" allowfullscreen></iframe>

</div></section><section>
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="problem-solving-tower-of-hanoi">Problem solving: Tower of Hanoi</h2>
<iframe width="640" height="360" src="//www.youtube.com/embed/sUvHCs5y0o8?feature=player_detailpage" frameborder="0" allowfullscreen></iframe>

</div></section><section>
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="spaun-digit-recognition">Spaun: digit recognition</h2>
<iframe width="640" height="360" src="//www.youtube.com/embed/f6Ul5TYK5-o?feature=player_detailpage" frameborder="0" allowfullscreen></iframe>

</div></section><section>
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="spaun-copy-drawing">Spaun: copy drawing</h2>
<iframe width="640" height="390" src="//www.youtube.com/embed/WNnMhF7rnYo" frameborder="0" allowfullscreen></iframe>

</div></section><section>
<div class="text_cell_render border-box-sizing rendered_html">
<h1 id="spaun-addition-by-counting">Spaun: addition by counting</h1>
<iframe width="640" height="390" src="//www.youtube.com/embed/mP7DX6x9PX8" frameborder="0" allowfullscreen></iframe>

</div></section><section>
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="spaun-pattern-completion">Spaun: pattern completion</h2>
<iframe width="640" height="390" src="//www.youtube.com/embed/Q_LRvnwnYp8" frameborder="0" allowfullscreen></iframe>

</div></section>
    </section><section>
    <section>
<div class="text_cell_render border-box-sizing rendered_html">
<h1 id="benefits">Benefits</h1>
<ul>
<li>No one else can do this</li>
<li>New ways to test theories (neurological constraints)</li>
<li>Suggests different types of algorithms</li>
<li>Potential medical applications</li>
<li>New ways of understanding the mind and who we are</li>
</ul>
<p><img src="lecture1/compare.png"></p>
</div></section>
    </section><section>
    <section>
<div class="text_cell_render border-box-sizing rendered_html">
<h1 id="homework">Homework</h1>
<ul>
<li>Get the textbook</li>
<li><img src=http://img1.imagesbn.com/p/9780262550604_p0_v1_s260x420.JPG style='float:right'> Eliasmith and Anderson (2003). Neural Engineering: Representation, Computation and Dynamics in Neurobiological Systems. MIT Press.</li>
<li>Read chapter 1</li>
</ul>
</div></section>
    </section>
</div>
</div>

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