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inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails2jpg width=140 height=200 divdivdiv class=ts-pagebutton class=gotoPage data-page=3Page 3button div class=ts-imageimg data-url=medianips-a-conferences-a-2013-a-video-a-tutorial1bpdf-nips-2013-tutorialhtmlpage=3 data-page=3 class=ts-thumb lazyload alt=Page 3: medianipsccmedianipscc › Conferences › 2013 › Video › Tutorial1BpdfNIPS 2013 Tutorial OUTLINE Concepts: * Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails3jpg width=140 height=200 divdivdiv 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inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails5jpg width=140 height=200 divdivdiv class=ts-pagebutton class=gotoPage data-page=6Page 6button div class=ts-imageimg data-url=medianips-a-conferences-a-2013-a-video-a-tutorial1bpdf-nips-2013-tutorialhtmlpage=6 data-page=6 class=ts-thumb lazyload alt=Page 6: medianipsccmedianipscc › Conferences › 2013 › Video › Tutorial1BpdfNIPS 2013 Tutorial OUTLINE Concepts: * Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails6jpg width=140 height=200 divdivdiv 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inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails8jpg width=140 height=200 divdivdiv class=ts-pagebutton class=gotoPage data-page=9Page 9button div class=ts-imageimg data-url=medianips-a-conferences-a-2013-a-video-a-tutorial1bpdf-nips-2013-tutorialhtmlpage=9 data-page=9 class=ts-thumb lazyload alt=Page 9: medianipsccmedianipscc › Conferences › 2013 › Video › Tutorial1BpdfNIPS 2013 Tutorial OUTLINE Concepts: * Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails9jpg width=140 height=200 divdivdiv 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Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails11jpg width=140 height=200 divdivdiv class=ts-pagebutton class=gotoPage data-page=12Page 12button div class=ts-imageimg data-url=medianips-a-conferences-a-2013-a-video-a-tutorial1bpdf-nips-2013-tutorialhtmlpage=12 data-page=12 class=ts-thumb lazyload alt=Page 12: medianipsccmedianipscc › Conferences › 2013 › Video › Tutorial1BpdfNIPS 2013 Tutorial OUTLINE Concepts: * Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails12jpg width=140 height=200 divdivdiv 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Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails14jpg width=140 height=200 divdivdiv class=ts-pagebutton class=gotoPage data-page=15Page 15button div class=ts-imageimg data-url=medianips-a-conferences-a-2013-a-video-a-tutorial1bpdf-nips-2013-tutorialhtmlpage=15 data-page=15 class=ts-thumb lazyload alt=Page 15: medianipsccmedianipscc › Conferences › 2013 › Video › Tutorial1BpdfNIPS 2013 Tutorial OUTLINE Concepts: * Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails15jpg width=140 height=200 divdivdiv 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Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails17jpg width=140 height=200 divdivdiv class=ts-pagebutton class=gotoPage data-page=18Page 18button div class=ts-imageimg data-url=medianips-a-conferences-a-2013-a-video-a-tutorial1bpdf-nips-2013-tutorialhtmlpage=18 data-page=18 class=ts-thumb lazyload alt=Page 18: medianipsccmedianipscc › Conferences › 2013 › Video › Tutorial1BpdfNIPS 2013 Tutorial OUTLINE Concepts: * Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails18jpg width=140 height=200 divdivdiv 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Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails20jpg width=140 height=200 divdivdiv class=ts-pagebutton class=gotoPage data-page=21Page 21button div class=ts-imageimg data-url=medianips-a-conferences-a-2013-a-video-a-tutorial1bpdf-nips-2013-tutorialhtmlpage=21 data-page=21 class=ts-thumb lazyload alt=Page 21: medianipsccmedianipscc › Conferences › 2013 › Video › Tutorial1BpdfNIPS 2013 Tutorial OUTLINE Concepts: * Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails21jpg width=140 height=200 divdivdiv 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Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails23jpg width=140 height=200 divdivdiv class=ts-pagebutton class=gotoPage data-page=24Page 24button div class=ts-imageimg data-url=medianips-a-conferences-a-2013-a-video-a-tutorial1bpdf-nips-2013-tutorialhtmlpage=24 data-page=24 class=ts-thumb lazyload alt=Page 24: medianipsccmedianipscc › Conferences › 2013 › Video › Tutorial1BpdfNIPS 2013 Tutorial OUTLINE Concepts: * Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails24jpg width=140 height=200 divdivdiv 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Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails29jpg width=140 height=200 divdivdiv class=ts-pagebutton class=gotoPage data-page=30Page 30button div class=ts-imageimg data-url=medianips-a-conferences-a-2013-a-video-a-tutorial1bpdf-nips-2013-tutorialhtmlpage=30 data-page=30 class=ts-thumb lazyload alt=Page 30: medianipsccmedianipscc › Conferences › 2013 › Video › Tutorial1BpdfNIPS 2013 Tutorial OUTLINE Concepts: * Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails30jpg width=140 height=200 divdivdiv 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Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails32jpg width=140 height=200 divdivdiv class=ts-pagebutton class=gotoPage data-page=33Page 33button div class=ts-imageimg data-url=medianips-a-conferences-a-2013-a-video-a-tutorial1bpdf-nips-2013-tutorialhtmlpage=33 data-page=33 class=ts-thumb lazyload alt=Page 33: medianipsccmedianipscc › Conferences › 2013 › Video › Tutorial1BpdfNIPS 2013 Tutorial OUTLINE Concepts: * Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails33jpg width=140 height=200 divdivdiv 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Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails35jpg width=140 height=200 divdivdiv class=ts-pagebutton class=gotoPage data-page=36Page 36button div class=ts-imageimg data-url=medianips-a-conferences-a-2013-a-video-a-tutorial1bpdf-nips-2013-tutorialhtmlpage=36 data-page=36 class=ts-thumb lazyload alt=Page 36: medianipsccmedianipscc › Conferences › 2013 › Video › Tutorial1BpdfNIPS 2013 Tutorial OUTLINE Concepts: * Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails36jpg width=140 height=200 divdivdiv 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Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails38jpg width=140 height=200 divdivdiv class=ts-pagebutton class=gotoPage data-page=39Page 39button div class=ts-imageimg data-url=medianips-a-conferences-a-2013-a-video-a-tutorial1bpdf-nips-2013-tutorialhtmlpage=39 data-page=39 class=ts-thumb lazyload alt=Page 39: medianipsccmedianipscc › Conferences › 2013 › Video › Tutorial1BpdfNIPS 2013 Tutorial OUTLINE Concepts: * Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails39jpg width=140 height=200 divdivdiv 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Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails41jpg width=140 height=200 divdivdiv class=ts-pagebutton class=gotoPage data-page=42Page 42button div class=ts-imageimg data-url=medianips-a-conferences-a-2013-a-video-a-tutorial1bpdf-nips-2013-tutorialhtmlpage=42 data-page=42 class=ts-thumb lazyload alt=Page 42: medianipsccmedianipscc › Conferences › 2013 › Video › Tutorial1BpdfNIPS 2013 Tutorial OUTLINE Concepts: * Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails42jpg width=140 height=200 divdivdiv 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Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails44jpg width=140 height=200 divdivdiv class=ts-pagebutton class=gotoPage data-page=45Page 45button div class=ts-imageimg data-url=medianips-a-conferences-a-2013-a-video-a-tutorial1bpdf-nips-2013-tutorialhtmlpage=45 data-page=45 class=ts-thumb lazyload alt=Page 45: medianipsccmedianipscc › Conferences › 2013 › Video › Tutorial1BpdfNIPS 2013 Tutorial OUTLINE Concepts: * Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails45jpg width=140 height=200 divdivdiv 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Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails47jpg width=140 height=200 divdivdiv class=ts-pagebutton class=gotoPage data-page=48Page 48button div class=ts-imageimg data-url=medianips-a-conferences-a-2013-a-video-a-tutorial1bpdf-nips-2013-tutorialhtmlpage=48 data-page=48 class=ts-thumb lazyload alt=Page 48: medianipsccmedianipscc › Conferences › 2013 › Video › Tutorial1BpdfNIPS 2013 Tutorial OUTLINE Concepts: * Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails48jpg width=140 height=200 divdivdiv 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Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails50jpg width=140 height=200 divdivdiv class=ts-pagebutton class=gotoPage data-page=51Page 51button div class=ts-imageimg data-url=medianips-a-conferences-a-2013-a-video-a-tutorial1bpdf-nips-2013-tutorialhtmlpage=51 data-page=51 class=ts-thumb lazyload alt=Page 51: medianipsccmedianipscc › Conferences › 2013 › Video › Tutorial1BpdfNIPS 2013 Tutorial OUTLINE Concepts: * Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails51jpg width=140 height=200 divdivdiv 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Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails53jpg width=140 height=200 divdivdiv class=ts-pagebutton class=gotoPage data-page=54Page 54button div class=ts-imageimg data-url=medianips-a-conferences-a-2013-a-video-a-tutorial1bpdf-nips-2013-tutorialhtmlpage=54 data-page=54 class=ts-thumb lazyload alt=Page 54: medianipsccmedianipscc › Conferences › 2013 › Video › Tutorial1BpdfNIPS 2013 Tutorial OUTLINE Concepts: * Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails54jpg width=140 height=200 divdivdiv 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Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails56jpg width=140 height=200 divdivdiv class=ts-pagebutton class=gotoPage data-page=57Page 57button div class=ts-imageimg data-url=medianips-a-conferences-a-2013-a-video-a-tutorial1bpdf-nips-2013-tutorialhtmlpage=57 data-page=57 class=ts-thumb lazyload alt=Page 57: medianipsccmedianipscc › Conferences › 2013 › Video › Tutorial1BpdfNIPS 2013 Tutorial OUTLINE Concepts: * Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails57jpg width=140 height=200 divdivdiv 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Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails59jpg width=140 height=200 divdivdiv class=ts-pagebutton class=gotoPage data-page=60Page 60button div class=ts-imageimg data-url=medianips-a-conferences-a-2013-a-video-a-tutorial1bpdf-nips-2013-tutorialhtmlpage=60 data-page=60 class=ts-thumb lazyload alt=Page 60: medianipsccmedianipscc › Conferences › 2013 › Video › Tutorial1BpdfNIPS 2013 Tutorial OUTLINE Concepts: * Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails60jpg width=140 height=200 divdivdiv 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Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails62jpg width=140 height=200 divdivdiv class=ts-pagebutton class=gotoPage data-page=63Page 63button div class=ts-imageimg data-url=medianips-a-conferences-a-2013-a-video-a-tutorial1bpdf-nips-2013-tutorialhtmlpage=63 data-page=63 class=ts-thumb lazyload alt=Page 63: medianipsccmedianipscc › Conferences › 2013 › Video › Tutorial1BpdfNIPS 2013 Tutorial OUTLINE Concepts: * Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails63jpg width=140 height=200 divdivdiv 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Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails65jpg width=140 height=200 divdivdiv class=ts-pagebutton class=gotoPage data-page=66Page 66button div class=ts-imageimg data-url=medianips-a-conferences-a-2013-a-video-a-tutorial1bpdf-nips-2013-tutorialhtmlpage=66 data-page=66 class=ts-thumb lazyload alt=Page 66: medianipsccmedianipscc › Conferences › 2013 › Video › Tutorial1BpdfNIPS 2013 Tutorial OUTLINE Concepts: * Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails66jpg width=140 height=200 divdivdiv 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Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails68jpg width=140 height=200 divdivdiv class=ts-pagebutton class=gotoPage data-page=69Page 69button div class=ts-imageimg data-url=medianips-a-conferences-a-2013-a-video-a-tutorial1bpdf-nips-2013-tutorialhtmlpage=69 data-page=69 class=ts-thumb lazyload alt=Page 69: medianipsccmedianipscc › Conferences › 2013 › Video › Tutorial1BpdfNIPS 2013 Tutorial OUTLINE Concepts: * Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails69jpg width=140 height=200 divdivdiv 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Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails71jpg width=140 height=200 divdivdiv class=ts-pagebutton class=gotoPage data-page=72Page 72button div class=ts-imageimg data-url=medianips-a-conferences-a-2013-a-video-a-tutorial1bpdf-nips-2013-tutorialhtmlpage=72 data-page=72 class=ts-thumb lazyload alt=Page 72: medianipsccmedianipscc › Conferences › 2013 › Video › Tutorial1BpdfNIPS 2013 Tutorial OUTLINE Concepts: * Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails72jpg width=140 height=200 divdivdiv 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Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails74jpg width=140 height=200 divdivdiv class=ts-pagebutton class=gotoPage data-page=75Page 75button div class=ts-imageimg data-url=medianips-a-conferences-a-2013-a-video-a-tutorial1bpdf-nips-2013-tutorialhtmlpage=75 data-page=75 class=ts-thumb lazyload alt=Page 75: medianipsccmedianipscc › Conferences › 2013 › Video › Tutorial1BpdfNIPS 2013 Tutorial OUTLINE Concepts: * Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails75jpg width=140 height=200 divdivdiv 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Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails77jpg width=140 height=200 divdivdiv class=ts-pagebutton class=gotoPage data-page=78Page 78button div class=ts-imageimg data-url=medianips-a-conferences-a-2013-a-video-a-tutorial1bpdf-nips-2013-tutorialhtmlpage=78 data-page=78 class=ts-thumb lazyload alt=Page 78: medianipsccmedianipscc › Conferences › 2013 › Video › Tutorial1BpdfNIPS 2013 Tutorial OUTLINE Concepts: * Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails78jpg width=140 height=200 divdivdiv 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Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails80jpg width=140 height=200 divdivdiv class=ts-pagebutton class=gotoPage data-page=81Page 81button div class=ts-imageimg data-url=medianips-a-conferences-a-2013-a-video-a-tutorial1bpdf-nips-2013-tutorialhtmlpage=81 data-page=81 class=ts-thumb lazyload alt=Page 81: medianipsccmedianipscc › Conferences › 2013 › Video › Tutorial1BpdfNIPS 2013 Tutorial OUTLINE Concepts: * Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails81jpg width=140 height=200 divdivdiv 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Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails83jpg width=140 height=200 divdivdiv class=ts-pagebutton class=gotoPage data-page=84Page 84button div class=ts-imageimg data-url=medianips-a-conferences-a-2013-a-video-a-tutorial1bpdf-nips-2013-tutorialhtmlpage=84 data-page=84 class=ts-thumb lazyload alt=Page 84: medianipsccmedianipscc › Conferences › 2013 › Video › Tutorial1BpdfNIPS 2013 Tutorial OUTLINE Concepts: * Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails84jpg width=140 height=200 divdivdiv 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Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails86jpg width=140 height=200 divdivdiv class=ts-pagebutton class=gotoPage data-page=87Page 87button div class=ts-imageimg data-url=medianips-a-conferences-a-2013-a-video-a-tutorial1bpdf-nips-2013-tutorialhtmlpage=87 data-page=87 class=ts-thumb lazyload alt=Page 87: medianipsccmedianipscc › Conferences › 2013 › Video › Tutorial1BpdfNIPS 2013 Tutorial OUTLINE Concepts: * Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails87jpg width=140 height=200 divdivdiv 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Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails89jpg width=140 height=200 divdivdiv class=ts-pagebutton class=gotoPage data-page=90Page 90button div class=ts-imageimg data-url=medianips-a-conferences-a-2013-a-video-a-tutorial1bpdf-nips-2013-tutorialhtmlpage=90 data-page=90 class=ts-thumb lazyload alt=Page 90: medianipsccmedianipscc › Conferences › 2013 › Video › Tutorial1BpdfNIPS 2013 Tutorial OUTLINE Concepts: * Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails90jpg width=140 height=200 divdivdiv 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Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails92jpg width=140 height=200 divdivdiv class=ts-pagebutton class=gotoPage data-page=93Page 93button div class=ts-imageimg data-url=medianips-a-conferences-a-2013-a-video-a-tutorial1bpdf-nips-2013-tutorialhtmlpage=93 data-page=93 class=ts-thumb lazyload alt=Page 93: medianipsccmedianipscc › Conferences › 2013 › Video › Tutorial1BpdfNIPS 2013 Tutorial OUTLINE Concepts: * Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails93jpg width=140 height=200 divdivdiv 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Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails95jpg width=140 height=200 divdivdiv class=ts-pagebutton class=gotoPage data-page=96Page 96button div class=ts-imageimg data-url=medianips-a-conferences-a-2013-a-video-a-tutorial1bpdf-nips-2013-tutorialhtmlpage=96 data-page=96 class=ts-thumb lazyload alt=Page 96: medianipsccmedianipscc › Conferences › 2013 › Video › Tutorial1BpdfNIPS 2013 Tutorial OUTLINE Concepts: * Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails96jpg width=140 height=200 divdivdiv 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Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails98jpg width=140 height=200 divdivdiv class=ts-pagebutton class=gotoPage data-page=99Page 99button div class=ts-imageimg data-url=medianips-a-conferences-a-2013-a-video-a-tutorial1bpdf-nips-2013-tutorialhtmlpage=99 data-page=99 class=ts-thumb lazyload alt=Page 99: medianipsccmedianipscc › Conferences › 2013 › Video › Tutorial1BpdfNIPS 2013 Tutorial OUTLINE Concepts: * Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails99jpg width=140 height=200 divdivdiv 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Concepts: * Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails101jpg width=140 height=200 divdivdiv class=ts-pagebutton class=gotoPage data-page=102Page 102button div class=ts-imageimg data-url=medianips-a-conferences-a-2013-a-video-a-tutorial1bpdf-nips-2013-tutorialhtmlpage=102 data-page=102 class=ts-thumb lazyload alt=Page 102: medianipsccmedianipscc › Conferences › 2013 › Video › Tutorial1BpdfNIPS 2013 Tutorial OUTLINE Concepts: * Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails102jpg width=140 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Tutorial OUTLINE Concepts: * Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails104jpg width=140 height=200 divdivdiv class=ts-pagebutton class=gotoPage data-page=105Page 105button div class=ts-imageimg data-url=medianips-a-conferences-a-2013-a-video-a-tutorial1bpdf-nips-2013-tutorialhtmlpage=105 data-page=105 class=ts-thumb lazyload alt=Page 105: medianipsccmedianipscc › Conferences › 2013 › Video › Tutorial1BpdfNIPS 2013 Tutorial OUTLINE Concepts: * Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC 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two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails114jpg width=140 height=200 divdivdiv class=ts-pagebutton class=gotoPage data-page=115Page 115button div class=ts-imageimg data-url=medianips-a-conferences-a-2013-a-video-a-tutorial1bpdf-nips-2013-tutorialhtmlpage=115 data-page=115 class=ts-thumb lazyload alt=Page 115: medianipsccmedianipscc › Conferences › 2013 › Video › Tutorial1BpdfNIPS 2013 Tutorial OUTLINE Concepts: * Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails115jpg width=140 height=200 divdivdiv class=ts-pagebutton class=gotoPage 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paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails117jpg width=140 height=200 divdivdiv class=ts-pagebutton class=gotoPage data-page=118Page 118button div class=ts-imageimg data-url=medianips-a-conferences-a-2013-a-video-a-tutorial1bpdf-nips-2013-tutorialhtmlpage=118 data-page=118 class=ts-thumb lazyload alt=Page 118: medianipsccmedianipscc › Conferences › 2013 › Video › Tutorial1BpdfNIPS 2013 Tutorial OUTLINE Concepts: * Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails118jpg width=140 height=200 divdivdiv 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Concepts: * Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails120jpg width=140 height=200 divdivdiv class=ts-pagebutton class=gotoPage data-page=121Page 121button div class=ts-imageimg data-url=medianips-a-conferences-a-2013-a-video-a-tutorial1bpdf-nips-2013-tutorialhtmlpage=121 data-page=121 class=ts-thumb lazyload alt=Page 121: medianipsccmedianipscc › Conferences › 2013 › Video › Tutorial1BpdfNIPS 2013 Tutorial OUTLINE Concepts: * Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails121jpg width=140 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paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails174jpg width=140 height=200 divdivdiv class=ts-pagebutton class=gotoPage data-page=175Page 175button div class=ts-imageimg data-url=medianips-a-conferences-a-2013-a-video-a-tutorial1bpdf-nips-2013-tutorialhtmlpage=175 data-page=175 class=ts-thumb lazyload alt=Page 175: medianipsccmedianipscc › Conferences › 2013 › Video › Tutorial1BpdfNIPS 2013 Tutorial OUTLINE Concepts: * Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails175jpg width=140 height=200 divdivdiv 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Concepts: * Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails177jpg width=140 height=200 divdivdiv class=ts-pagebutton class=gotoPage data-page=178Page 178button div class=ts-imageimg data-url=medianips-a-conferences-a-2013-a-video-a-tutorial1bpdf-nips-2013-tutorialhtmlpage=178 data-page=178 class=ts-thumb lazyload alt=Page 178: medianipsccmedianipscc › Conferences › 2013 › Video › Tutorial1BpdfNIPS 2013 Tutorial OUTLINE Concepts: * Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails178jpg width=140 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Tutorial OUTLINE Concepts: * Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails180jpg width=140 height=200 divdivdiv class=ts-pagebutton class=gotoPage data-page=181Page 181button div class=ts-imageimg data-url=medianips-a-conferences-a-2013-a-video-a-tutorial1bpdf-nips-2013-tutorialhtmlpage=181 data-page=181 class=ts-thumb lazyload alt=Page 181: medianipsccmedianipscc › Conferences › 2013 › Video › Tutorial1BpdfNIPS 2013 Tutorial OUTLINE Concepts: * Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC 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two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails190jpg width=140 height=200 divdivdiv class=ts-pagebutton class=gotoPage data-page=191Page 191button div class=ts-imageimg data-url=medianips-a-conferences-a-2013-a-video-a-tutorial1bpdf-nips-2013-tutorialhtmlpage=191 data-page=191 class=ts-thumb lazyload alt=Page 191: medianipsccmedianipscc › Conferences › 2013 › Video › Tutorial1BpdfNIPS 2013 Tutorial OUTLINE Concepts: * Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails191jpg width=140 height=200 divdivdiv class=ts-pagebutton class=gotoPage 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Concepts: * Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails196jpg width=140 height=200 divdivdiv class=ts-pagebutton class=gotoPage data-page=197Page 197button div class=ts-imageimg data-url=medianips-a-conferences-a-2013-a-video-a-tutorial1bpdf-nips-2013-tutorialhtmlpage=197 data-page=197 class=ts-thumb lazyload alt=Page 197: medianipsccmedianipscc › Conferences › 2013 › Video › Tutorial1BpdfNIPS 2013 Tutorial OUTLINE Concepts: * Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails197jpg width=140 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Tutorial OUTLINE Concepts: * Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails199jpg width=140 height=200 divdivdiv class=ts-pagebutton class=gotoPage data-page=200Page 200button div class=ts-imageimg data-url=medianips-a-conferences-a-2013-a-video-a-tutorial1bpdf-nips-2013-tutorialhtmlpage=200 data-page=200 class=ts-thumb lazyload alt=Page 200: medianipsccmedianipscc › Conferences › 2013 › Video › Tutorial1BpdfNIPS 2013 Tutorial OUTLINE Concepts: * Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC 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two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails228jpg width=140 height=200 divdivdiv class=ts-pagebutton class=gotoPage data-page=229Page 229button div class=ts-imageimg data-url=medianips-a-conferences-a-2013-a-video-a-tutorial1bpdf-nips-2013-tutorialhtmlpage=229 data-page=229 class=ts-thumb lazyload alt=Page 229: medianipsccmedianipscc › Conferences › 2013 › Video › Tutorial1BpdfNIPS 2013 Tutorial OUTLINE Concepts: * Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails229jpg width=140 height=200 divdivdiv class=ts-pagebutton class=gotoPage 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Concepts: * Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails234jpg width=140 height=200 divdivdiv class=ts-pagebutton class=gotoPage data-page=235Page 235button div class=ts-imageimg data-url=medianips-a-conferences-a-2013-a-video-a-tutorial1bpdf-nips-2013-tutorialhtmlpage=235 data-page=235 class=ts-thumb lazyload alt=Page 235: medianipsccmedianipscc › Conferences › 2013 › Video › Tutorial1BpdfNIPS 2013 Tutorial OUTLINE Concepts: * Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails235jpg width=140 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Tutorial OUTLINE Concepts: * Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader033vdocumentsmxreader033viewer20220602105f04b0977e708231d40f382chtml5thumbnails237jpg width=140 height=200 divdivdiv class=ts-pagebutton class=gotoPage data-page=238Page 238button div class=ts-imageimg data-url=medianips-a-conferences-a-2013-a-video-a-tutorial1bpdf-nips-2013-tutorialhtmlpage=238 data-page=238 class=ts-thumb lazyload alt=Page 238: medianipsccmedianipscc › Conferences › 2013 › Video › Tutorial1BpdfNIPS 2013 Tutorial OUTLINE Concepts: * Causal inference — a paradigm shift * The two fundamental laws loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC 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