div class=ts-pagebutton class=gotoPage data-page=1Page 1button div class=ts-imagea href=https:reader043vdocumentsusreader043viewer2022030302587d6c731a28ab32318b6e6dhtml5page1jpg target=_blank img data-url=pydata-london-cnn-lightning-talkhtmlpage=1 data-page=1 class=ts-thumb lazyload alt=Page 1: PyData London CNN Lightning Talk loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader043vdocumentsusreader043viewer2022030302587d6c731a28ab32318b6e6dhtml5thumbnails1jpg width=140 height=200 adivpX - F + 2P Sp p@ejlbellp p1 +pdivdiv class=ts-pagebutton class=gotoPage data-page=2Page 2button div class=ts-imagea href=https:reader043vdocumentsusreader043viewer2022030302587d6c731a28ab32318b6e6dhtml5page2jpg target=_blank img data-url=pydata-london-cnn-lightning-talkhtmlpage=2 data-page=2 class=ts-thumb lazyload alt=Page 2: PyData London CNN Lightning Talk loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader043vdocumentsusreader043viewer2022030302587d6c731a28ab32318b6e6dhtml5thumbnails2jpg width=140 height=200 adivpConvolutionp p1p p1p p0p p0p p1p p0p p1p p1p p1p p0p p0p p0p p1p p0p p0p p1p p0p p0p p0p p0p p1p p1p p1p p1p p1p p4p pImageConvolutedp pFeaturepdivdiv class=ts-pagebutton class=gotoPage data-page=3Page 3button div class=ts-imagea href=https:reader043vdocumentsusreader043viewer2022030302587d6c731a28ab32318b6e6dhtml5page3jpg target=_blank img data-url=pydata-london-cnn-lightning-talkhtmlpage=3 data-page=3 class=ts-thumb lazyload alt=Page 3: PyData London CNN Lightning Talk loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader043vdocumentsusreader043viewer2022030302587d6c731a28ab32318b6e6dhtml5thumbnails3jpg width=140 height=200 adivpImage Filtersp p-1p p-2p p-1p p0p p0p p0p p+1p p+2p p+1p p-1p p0p p+1p p-2p p0p p+2p p-1p p0p p+1pdivdiv class=ts-pagebutton class=gotoPage data-page=4Page 4button div class=ts-imagea href=https:reader043vdocumentsusreader043viewer2022030302587d6c731a28ab32318b6e6dhtml5page4jpg target=_blank img data-url=pydata-london-cnn-lightning-talkhtmlpage=4 data-page=4 class=ts-thumb lazyload alt=Page 4: PyData London CNN Lightning Talk loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader043vdocumentsusreader043viewer2022030302587d6c731a28ab32318b6e6dhtml5thumbnails4jpg width=140 height=200 adivpXp pXp pX - F + 2P Sp pX = image sizep p1 +pdivdiv class=ts-pagebutton class=gotoPage data-page=5Page 5button div class=ts-imagea href=https:reader043vdocumentsusreader043viewer2022030302587d6c731a28ab32318b6e6dhtml5page5jpg target=_blank img data-url=pydata-london-cnn-lightning-talkhtmlpage=5 data-page=5 class=ts-thumb lazyload alt=Page 5: PyData London CNN Lightning Talk loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader043vdocumentsusreader043viewer2022030302587d6c731a28ab32318b6e6dhtml5thumbnails5jpg width=140 height=200 adivpXp pXp pFp pX = image sizep pF = filter sizep pX - F + 2P Sp p1 +pdivdiv class=ts-pagebutton class=gotoPage data-page=6Page 6button div class=ts-imagea href=https:reader043vdocumentsusreader043viewer2022030302587d6c731a28ab32318b6e6dhtml5page6jpg target=_blank img data-url=pydata-london-cnn-lightning-talkhtmlpage=6 data-page=6 class=ts-thumb lazyload alt=Page 6: PyData London CNN Lightning Talk loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader043vdocumentsusreader043viewer2022030302587d6c731a28ab32318b6e6dhtml5thumbnails6jpg width=140 height=200 adivpXp pXX = image sizep pF = filter sizep pP = paddingp pFp pPp pX - F + 2P Sp p1 +pdivdiv class=ts-pagebutton class=gotoPage data-page=7Page 7button div class=ts-imagea href=https:reader043vdocumentsusreader043viewer2022030302587d6c731a28ab32318b6e6dhtml5page7jpg target=_blank img data-url=pydata-london-cnn-lightning-talkhtmlpage=7 data-page=7 class=ts-thumb lazyload alt=Page 7: PyData London CNN Lightning Talk loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader043vdocumentsusreader043viewer2022030302587d6c731a28ab32318b6e6dhtml5thumbnails7jpg width=140 height=200 adivpXp pXX = image sizep pF = filter sizep pP = paddingp pS = stridep pPp pX - F + 2P Sp p1 +pdivdiv class=ts-pagebutton class=gotoPage data-page=8Page 8button div class=ts-imagea href=https:reader043vdocumentsusreader043viewer2022030302587d6c731a28ab32318b6e6dhtml5page8jpg target=_blank img data-url=pydata-london-cnn-lightning-talkhtmlpage=8 data-page=8 class=ts-thumb lazyload alt=Page 8: PyData London CNN Lightning Talk loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader043vdocumentsusreader043viewer2022030302587d6c731a28ab32318b6e6dhtml5thumbnails8jpg width=140 height=200 adivpXp pXX = image sizep pF = filter sizep pP = paddingp pS = stridep pPp pX - F + 2P Sp p1 +pdivdiv class=ts-pagebutton class=gotoPage data-page=9Page 9button div class=ts-imagea href=https:reader043vdocumentsusreader043viewer2022030302587d6c731a28ab32318b6e6dhtml5page9jpg target=_blank img data-url=pydata-london-cnn-lightning-talkhtmlpage=9 data-page=9 class=ts-thumb lazyload alt=Page 9: PyData London CNN Lightning Talk loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader043vdocumentsusreader043viewer2022030302587d6c731a28ab32318b6e6dhtml5thumbnails9jpg width=140 height=200 adivpXp pXX = image sizep pF = filter sizep pP = paddingp pS = stridep pPp pX - F + 2P Sp p1 +pdivdiv class=ts-pagebutton class=gotoPage data-page=10Page 10button div class=ts-imagea href=https:reader043vdocumentsusreader043viewer2022030302587d6c731a28ab32318b6e6dhtml5page10jpg target=_blank img data-url=pydata-london-cnn-lightning-talkhtmlpage=10 data-page=10 class=ts-thumb lazyload alt=Page 10: PyData London CNN Lightning Talk loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader043vdocumentsusreader043viewer2022030302587d6c731a28ab32318b6e6dhtml5thumbnails10jpg width=140 height=200 adivpXp pXX = image sizep pF = filter sizep pP = paddingp pS = stridep pPp pX - F + 2P Sp p1 +pdivdiv class=ts-pagebutton class=gotoPage data-page=11Page 11button div class=ts-imagea href=https:reader043vdocumentsusreader043viewer2022030302587d6c731a28ab32318b6e6dhtml5page11jpg target=_blank img data-url=pydata-london-cnn-lightning-talkhtmlpage=11 data-page=11 class=ts-thumb lazyload alt=Page 11: PyData London CNN Lightning Talk loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader043vdocumentsusreader043viewer2022030302587d6c731a28ab32318b6e6dhtml5thumbnails11jpg width=140 height=200 adivpXp pXX = image sizep pF = filter sizep pP = paddingp pS = stridep pPp pX - F + 2P Sp p1 +pdivdiv class=ts-pagebutton class=gotoPage data-page=12Page 12button div class=ts-imagea href=https:reader043vdocumentsusreader043viewer2022030302587d6c731a28ab32318b6e6dhtml5page12jpg target=_blank img data-url=pydata-london-cnn-lightning-talkhtmlpage=12 data-page=12 class=ts-thumb lazyload alt=Page 12: PyData London CNN Lightning Talk loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader043vdocumentsusreader043viewer2022030302587d6c731a28ab32318b6e6dhtml5thumbnails12jpg width=140 height=200 adivpXp pXX = image sizep pF = filter sizep pP = paddingp pS = stridep pPp pX - F + 2P Sp p1 +pdivdiv class=ts-pagebutton class=gotoPage data-page=13Page 13button div class=ts-imagea href=https:reader043vdocumentsusreader043viewer2022030302587d6c731a28ab32318b6e6dhtml5page13jpg target=_blank img data-url=pydata-london-cnn-lightning-talkhtmlpage=13 data-page=13 class=ts-thumb lazyload alt=Page 13: PyData London CNN Lightning Talk loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader043vdocumentsusreader043viewer2022030302587d6c731a28ab32318b6e6dhtml5thumbnails13jpg width=140 height=200 adivpXp pXX = image sizep pF = filter sizep pP = paddingp pS = stridep pPp pX - F + 2P Sp p1 +pdivdiv class=ts-pagebutton class=gotoPage data-page=14Page 14button div class=ts-imagea href=https:reader043vdocumentsusreader043viewer2022030302587d6c731a28ab32318b6e6dhtml5page14jpg target=_blank img data-url=pydata-london-cnn-lightning-talkhtmlpage=14 data-page=14 class=ts-thumb lazyload alt=Page 14: PyData London CNN Lightning Talk loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader043vdocumentsusreader043viewer2022030302587d6c731a28ab32318b6e6dhtml5thumbnails14jpg width=140 height=200 adivpFilter Sizep p1 × 1 3 × 3 7 × 7 9 × 95 × 5pdivdiv class=ts-pagebutton class=gotoPage data-page=15Page 15button div class=ts-imagea href=https:reader043vdocumentsusreader043viewer2022030302587d6c731a28ab32318b6e6dhtml5page15jpg target=_blank img data-url=pydata-london-cnn-lightning-talkhtmlpage=15 data-page=15 class=ts-thumb lazyload alt=Page 15: PyData London CNN Lightning Talk loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader043vdocumentsusreader043viewer2022030302587d6c731a28ab32318b6e6dhtml5thumbnails15jpg width=140 height=200 adivpMax Poolingp p1p p6p p2p p2p p4p p1p p0p p4p p1p p5p p3p p1p p2p p1p p1p p3p p8p p4p p6p p3Xp pYpdivdiv class=ts-pagebutton class=gotoPage data-page=16Page 16button div class=ts-imagea href=https:reader043vdocumentsusreader043viewer2022030302587d6c731a28ab32318b6e6dhtml5page16jpg target=_blank img data-url=pydata-london-cnn-lightning-talkhtmlpage=16 data-page=16 class=ts-thumb lazyload alt=Page 16: PyData London CNN Lightning Talk loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader043vdocumentsusreader043viewer2022030302587d6c731a28ab32318b6e6dhtml5thumbnails16jpg width=140 height=200 adivpExample: VGGp p19 layersp p3x3 convolutionp ppad 1p pstride 1pdivdiv class=ts-pagebutton class=gotoPage data-page=17Page 17button div class=ts-imagea href=https:reader043vdocumentsusreader043viewer2022030302587d6c731a28ab32318b6e6dhtml5page17jpg target=_blank img data-url=pydata-london-cnn-lightning-talkhtmlpage=17 data-page=17 class=ts-thumb lazyload alt=Page 17: PyData London CNN Lightning Talk loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader043vdocumentsusreader043viewer2022030302587d6c731a28ab32318b6e6dhtml5thumbnails17jpg width=140 height=200 adivp19 layersp p3x3 convolutionp ppad 1p pstride 1p pX - F + 2P Sp p1 + = Xp pExample: VGGpdivdiv class=ts-pagebutton class=gotoPage data-page=18Page 18button div class=ts-imagea href=https:reader043vdocumentsusreader043viewer2022030302587d6c731a28ab32318b6e6dhtml5page18jpg target=_blank img data-url=pydata-london-cnn-lightning-talkhtmlpage=18 data-page=18 class=ts-thumb lazyload alt=Page 18: PyData London CNN Lightning Talk loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader043vdocumentsusreader043viewer2022030302587d6c731a28ab32318b6e6dhtml5thumbnails18jpg width=140 height=200 adivpResources • image sizep p• parameters dense vs convp p• parallelisation data vs modelpdivdiv class=ts-pagebutton class=gotoPage data-page=19Page 19button div class=ts-imagea href=https:reader043vdocumentsusreader043viewer2022030302587d6c731a28ab32318b6e6dhtml5page19jpg target=_blank img data-url=pydata-london-cnn-lightning-talkhtmlpage=19 data-page=19 class=ts-thumb lazyload alt=Page 19: PyData London CNN Lightning Talk loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader043vdocumentsusreader043viewer2022030302587d6c731a28ab32318b6e6dhtml5thumbnails19jpg width=140 height=200 adivpthanks @ejlbellpdivdiv class=ts-pagebutton class=gotoPage data-page=20Page 20button div class=ts-imagea href=https:reader043vdocumentsusreader043viewer2022030302587d6c731a28ab32318b6e6dhtml5page20jpg target=_blank img data-url=pydata-london-cnn-lightning-talkhtmlpage=20 data-page=20 class=ts-thumb lazyload alt=Page 20: PyData London CNN Lightning Talk loading=lazy src=data:imagegifbase64iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAQAAADYv8WvAAAAD0lEQVR42mP8X8AwAgiABKBAv+vAXklAAAAAElFTkSuQmCC data-src=https:reader043vdocumentsusreader043viewer2022030302587d6c731a28ab32318b6e6dhtml5thumbnails20jpg width=140 height=200 adivpReferencespdiv