{"id": "cDdpwAIsuD8", "title": "Neural networks [9.6] : Computer vision - convolutional network", "formats": [{"format_id": "sb2", "format_note": "storyboard", "ext": "mhtml", "protocol": "mhtml", "acodec": "none", "vcodec": "none", "url": "https://i.ytimg.com/sb/cDdpwAIsuD8/storyboard3_L0/default.jpg?sqp=-oaymwENSDfyq4qpAwVwAcABBqLzl_8DBgj_xPaSBQ==&sigh=rs$AOn4CLDcymDuM_bJcnnwI3xILVle68r4aQ", "width": 48, "height": 27, "fps": 0.11933174224343675, "rows": 10, "columns": 10, "fragments": [{"url": "https://i.ytimg.com/sb/cDdpwAIsuD8/storyboard3_L0/default.jpg?sqp=-oaymwENSDfyq4qpAwVwAcABBqLzl_8DBgj_xPaSBQ==&sigh=rs$AOn4CLDcymDuM_bJcnnwI3xILVle68r4aQ", "duration": 838.0}], "audio_ext": "none", "video_ext": "none", "vbr": 0, "abr": 0, "resolution": "48x27", "aspect_ratio": 1.78, "http_headers": {"User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/146.0.0.0 Safari/537.36", "Accept": "text/html,application/xhtml+xml,application/xml;q=0.9,*/*;q=0.8", "Accept-Language": "en-us,en;q=0.5", "Sec-Fetch-Mode": "navigate"}, "format": "sb2 - 48x27 (storyboard)"}, {"format_id": "sb1", "format_note": "storyboard", "ext": "mhtml", "protocol": "mhtml", "acodec": "none", "vcodec": "none", "url": "https://i.ytimg.com/sb/cDdpwAIsuD8/storyboard3_L1/M$M.jpg?sqp=-oaymwENSDfyq4qpAwVwAcABBqLzl_8DBgj_xPaSBQ==&sigh=rs$AOn4CLCbWQG5LL34vMaWAxCB2l26565nLw", "width": 72, "height": 45, "fps": 0.2016706443914081, "rows": 10, "columns": 10, "fragments": [{"url": "https://i.ytimg.com/sb/cDdpwAIsuD8/storyboard3_L1/M0.jpg?sqp=-oaymwENSDfyq4qpAwVwAcABBqLzl_8DBgj_xPaSBQ==&sigh=rs$AOn4CLCbWQG5LL34vMaWAxCB2l26565nLw", "duration": 495.85798816568047}, {"url": "https://i.ytimg.com/sb/cDdpwAIsuD8/storyboard3_L1/M1.jpg?sqp=-oaymwENSDfyq4qpAwVwAcABBqLzl_8DBgj_xPaSBQ==&sigh=rs$AOn4CLCbWQG5LL34vMaWAxCB2l26565nLw", "duration": 342.14201183431953}], "audio_ext": "none", "video_ext": "none", "vbr": 0, "abr": 0, "resolution": "72x45", "aspect_ratio": 1.6, "http_headers": {"User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/146.0.0.0 Safari/537.36", "Accept": "text/html,application/xhtml+xml,application/xml;q=0.9,*/*;q=0.8", "Accept-Language": "en-us,en;q=0.5", "Sec-Fetch-Mode": "navigate"}, "format": "sb1 - 72x45 (storyboard)"}, {"format_id": "sb0", "format_note": "storyboard", "ext": "mhtml", "protocol": "mhtml", "acodec": "none", "vcodec": "none", "url": "https://i.ytimg.com/sb/cDdpwAIsuD8/storyboard3_L2/M$M.jpg?sqp=-oaymwENSDfyq4qpAwVwAcABBqLzl_8DBgj_xPaSBQ==&sigh=rs$AOn4CLAm7qe1XKJzl51tA2wmggYs-fAMUg", "width": 144, "height": 90, "fps": 0.2016706443914081, "rows": 5, "columns": 5, "fragments": [{"url": "https://i.ytimg.com/sb/cDdpwAIsuD8/storyboard3_L2/M0.jpg?sqp=-oaymwENSDfyq4qpAwVwAcABBqLzl_8DBgj_xPaSBQ==&sigh=rs$AOn4CLAm7qe1XKJzl51tA2wmggYs-fAMUg", "duration": 123.96449704142012}, {"url": "https://i.ytimg.com/sb/cDdpwAIsuD8/storyboard3_L2/M1.jpg?sqp=-oaymwENSDfyq4qpAwVwAcABBqLzl_8DBgj_xPaSBQ==&sigh=rs$AOn4CLAm7qe1XKJzl51tA2wmggYs-fAMUg", "duration": 123.96449704142012}, {"url": "https://i.ytimg.com/sb/cDdpwAIsuD8/storyboard3_L2/M2.jpg?sqp=-oaymwENSDfyq4qpAwVwAcABBqLzl_8DBgj_xPaSBQ==&sigh=rs$AOn4CLAm7qe1XKJzl51tA2wmggYs-fAMUg", "duration": 123.96449704142012}, {"url": "https://i.ytimg.com/sb/cDdpwAIsuD8/storyboard3_L2/M3.jpg?sqp=-oaymwENSDfyq4qpAwVwAcABBqLzl_8DBgj_xPaSBQ==&sigh=rs$AOn4CLAm7qe1XKJzl51tA2wmggYs-fAMUg", "duration": 123.96449704142012}, {"url": "https://i.ytimg.com/sb/cDdpwAIsuD8/storyboard3_L2/M4.jpg?sqp=-oaymwENSDfyq4qpAwVwAcABBqLzl_8DBgj_xPaSBQ==&sigh=rs$AOn4CLAm7qe1XKJzl51tA2wmggYs-fAMUg", "duration": 123.96449704142012}, {"url": "https://i.ytimg.com/sb/cDdpwAIsuD8/storyboard3_L2/M5.jpg?sqp=-oaymwENSDfyq4qpAwVwAcABBqLzl_8DBgj_xPaSBQ==&sigh=rs$AOn4CLAm7qe1XKJzl51tA2wmggYs-fAMUg", "duration": 123.96449704142012}, {"url": "https://i.ytimg.com/sb/cDdpwAIsuD8/storyboard3_L2/M6.jpg?sqp=-oaymwENSDfyq4qpAwVwAcABBqLzl_8DBgj_xPaSBQ==&sigh=rs$AOn4CLAm7qe1XKJzl51tA2wmggYs-fAMUg", "duration": 94.21301775147936}], "audio_ext": "none", "video_ext": "none", "vbr": 0, "abr": 0, "resolution": "144x90", "aspect_ratio": 1.6, "http_headers": {"User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/146.0.0.0 Safari/537.36", "Accept": "text/html,application/xhtml+xml,application/xml;q=0.9,*/*;q=0.8", "Accept-Language": "en-us,en;q=0.5", "Sec-Fetch-Mode": "navigate"}, "format": "sb0 - 144x90 (storyboard)"}, {"asr": 44100, "filesize": 13557265, "format_id": "140", "format_note": "medium", "source_preference": -1, "audio_channels": 2, "quality": 3.0, "has_drm": false, "tbr": 129.477, "filesize_approx": 13557196, "language_preference": -1, "ext": "m4a", "vcodec": "none", "acodec": "mp4a.40.2", "container": "m4a_dash", "url": "https://rr1---sn-nv0ui4gvou-haps.googlevideo.com/videoplayback?expire=1792368961&ei=4QzVapjcJqiLvPEPwsmqqQM&ip=204.12.202.90&id=o-AHnaf_I872V2CjUi2_ejW1H5Bu1Gs9bZdXf_dCx7ILKa&itag=140&source=youtube&requiressl=yes&xpc=EgVo2aDSNQ%3D%3D&cps=354&met=1792347361%2C&mh=y0&mm=31%2C29&mn=sn-nv0ui4gvou-haps%2Csn-vgqsrnzk&ms=au%2Crdu&mv=m&mvi=1&pl=21&rms=au%2Cau&initcwndbps=942375&siu=1&bui=AWzQHwqRPeBDQ-Stc3-SFJPiBuXjlqqrybS7hAeZ9okvaCUNM5nAX1zs9-8H__pM1mXDsRlPyQ&spc=mpRQ_8xnzYA3q6nNXGwga1hqV5KTUcsJqFOTKui6HgpKIodQcXbpFWvQ8mfN-g8vMoAoXhEj2I_T&vprv=1&svpuc=1&mime=audio%2Fmp4&ns=_ee24Blqj4zdaLhXS99o5RoZ&rqh=1&gir=yes&clen=13557265&dur=837.659&lmt=1575861297639077&mt=1792347061&fvip=2&keepalive=yes&fexp=51565115%2C52271469&c=WEB_EMBEDDED_PLAYER&sefc=1&txp=1301222&n=eXqUUY4Xwt-qQQ&sparams=expire%2Cei%2Cip%2Cid%2Citag%2Csource%2Crequiressl%2Cxpc%2Csiu%2Cbui%2Cspc%2Cvprv%2Csvpuc%2Cmime%2Cns%2Crqh%2Cgir%2Cclen%2Cdur%2Clmt&sig=AE0s2JYwRgIhANyKepWc11_a9jowf8anm1rW9W08nO3pFMQTmo4WGBDOAiEA8IpTcelf4ftSMXAvkRAbEwcmjbIsFh_KXSnaaZ1Z8Io%3D&lsparams=cps%2Cmet%2Cmh%2Cmm%2Cmn%2Cms%2Cmv%2Cmvi%2Cpl%2Crms%2Cinitcwndbps&lsig=APaTxxMwRAIgSh5XkTYa6Vz08cuGCDnQVCeGimLOd1GgZQruMnGXyDQCIF_CCwCUY9B6i2D5X0_R9Mf0o1Qhmrxt5wHJOUmknJcd", "available_at": 1792347361, "downloader_options": {"http_chunk_size": 10485760}, "protocol": "https", "audio_ext": "m4a", "video_ext": "none", "vbr": 0, "abr": 129.477, "resolution": "audio only", "http_headers": {"User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/146.0.0.0 Safari/537.36", "Accept": "text/html,application/xhtml+xml,application/xml;q=0.9,*/*;q=0.8", "Accept-Language": "en-us,en;q=0.5", "Sec-Fetch-Mode": "navigate"}, "format": "140 - audio only (medium)"}, {"asr": 48000, "filesize": 10970041, "format_id": "251", "format_note": "medium", "source_preference": -1, "audio_channels": 2, "quality": 3.0, "has_drm": false, "tbr": 104.77, "filesize_approx": 10969955, "language_preference": -1, "ext": "webm", "vcodec": "none", "acodec": "opus", "container": "webm_dash", "url": "https://rr1---sn-nv0ui4gvou-haps.googlevideo.com/videoplayback?expire=1792368961&ei=4QzVapjcJqiLvPEPwsmqqQM&ip=204.12.202.90&id=o-AHnaf_I872V2CjUi2_ejW1H5Bu1Gs9bZdXf_dCx7ILKa&itag=251&source=youtube&requiressl=yes&xpc=EgVo2aDSNQ%3D%3D&cps=354&met=1792347361%2C&mh=y0&mm=31%2C29&mn=sn-nv0ui4gvou-haps%2Csn-vgqsrnzk&ms=au%2Crdu&mv=m&mvi=1&pl=21&rms=au%2Cau&initcwndbps=942375&siu=1&bui=AWzQHwqRPeBDQ-Stc3-SFJPiBuXjlqqrybS7hAeZ9okvaCUNM5nAX1zs9-8H__pM1mXDsRlPyQ&spc=mpRQ_8xnzYA3q6nNXGwga1hqV5KTUcsJqFOTKui6HgpKIodQcXbpFWvQ8mfN-g8vMoAoXhEj2I_T&vprv=1&svpuc=1&mime=audio%2Fwebm&ns=_ee24Blqj4zdaLhXS99o5RoZ&rqh=1&gir=yes&clen=10970041&dur=837.641&lmt=1746302096498265&mt=1792347061&fvip=2&keepalive=yes&fexp=51565115%2C52271469&c=WEB_EMBEDDED_PLAYER&sefc=1&txp=8218224&n=eXqUUY4Xwt-qQQ&sparams=expire%2Cei%2Cip%2Cid%2Citag%2Csource%2Crequiressl%2Cxpc%2Csiu%2Cbui%2Cspc%2Cvprv%2Csvpuc%2Cmime%2Cns%2Crqh%2Cgir%2Cclen%2Cdur%2Clmt&sig=AE0s2JYwRgIhAPQRRVC6-vrVkCPjkZXHmICvUz4RPFpvdJwlOWgPV2UIAiEA0fOAQtQNeO1jdTHWIbVJlaX2-LBUmYcWmdOThPS1IF0%3D&lsparams=cps%2Cmet%2Cmh%2Cmm%2Cmn%2Cms%2Cmv%2Cmvi%2Cpl%2Crms%2Cinitcwndbps&lsig=APaTxxMwRAIgSh5XkTYa6Vz08cuGCDnQVCeGimLOd1GgZQruMnGXyDQCIF_CCwCUY9B6i2D5X0_R9Mf0o1Qhmrxt5wHJOUmknJcd", "available_at": 1792347361, "downloader_options": {"http_chunk_size": 10485760}, "protocol": "https", "audio_ext": "webm", "video_ext": "none", "vbr": 0, "abr": 104.77, "resolution": "audio only", "http_headers": {"User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/146.0.0.0 Safari/537.36", "Accept": "text/html,application/xhtml+xml,application/xml;q=0.9,*/*;q=0.8", "Accept-Language": "en-us,en;q=0.5", "Sec-Fetch-Mode": "navigate"}, "format": "251 - audio only (medium)"}, {"filesize": 2201523, "format_id": "160", "format_note": "144p", "source_preference": -1, "fps": 30, "height": 144, "quality": 0.0, "has_drm": false, "tbr": 21.026, "filesize_approx": 2201419, "width": 230, "language_preference": -1, "ext": "mp4", "vcodec": "avc1.4D400C", "acodec": "none", "dynamic_range": "SDR", "container": "mp4_dash", "url": "https://rr1---sn-nv0ui4gvou-haps.googlevideo.com/videoplayback?expire=1792368961&ei=4QzVapjcJqiLvPEPwsmqqQM&ip=204.12.202.90&id=o-AHnaf_I872V2CjUi2_ejW1H5Bu1Gs9bZdXf_dCx7ILKa&itag=160&aitags=134%2C136%2C160%2C243&source=youtube&requiressl=yes&xpc=EgVo2aDSNQ%3D%3D&cps=354&met=1792347361%2C&mh=y0&mm=31%2C29&mn=sn-nv0ui4gvou-haps%2Csn-vgqsrnzk&ms=au%2Crdu&mv=m&mvi=1&pl=21&rms=au%2Cau&initcwndbps=942375&siu=1&bui=AWzQHwqRPeBDQ-Stc3-SFJPiBuXjlqqrybS7hAeZ9okvaCUNM5nAX1zs9-8H__pM1mXDsRlPyQ&spc=mpRQ_8xnzYA3q6nNXGwga1hqV5KTUcsJqFOTKui6HgpKIodQcXbpFWvQ8mfN-g8vMoAoXhEj2I_T&vprv=1&svpuc=1&mime=video%2Fmp4&ns=_ee24Blqj4zdaLhXS99o5RoZ&rqh=1&gir=yes&clen=2201523&dur=837.599&lmt=1575861301109780&mt=1792347061&fvip=2&keepalive=yes&fexp=51565115%2C52271469&c=WEB_EMBEDDED_PLAYER&sefc=1&txp=1306222&n=eXqUUY4Xwt-qQQ&sparams=expire%2Cei%2Cip%2Cid%2Caitags%2Csource%2Crequiressl%2Cxpc%2Csiu%2Cbui%2Cspc%2Cvprv%2Csvpuc%2Cmime%2Cns%2Crqh%2Cgir%2Cclen%2Cdur%2Clmt&sig=AE0s2JYwRQIgbunn8Jphut1yf5aPp3kNXzXbOMoNPrh_0PdrasbIRmcCIQDLnQg4KbdMdvBo5tTix5Zi-LrgdhNd_xz4dbhHA4XVig%3D%3D&lsparams=cps%2Cmet%2Cmh%2Cmm%2Cmn%2Cms%2Cmv%2Cmvi%2Cpl%2Crms%2Cinitcwndbps&lsig=APaTxxMwRAIgSh5XkTYa6Vz08cuGCDnQVCeGimLOd1GgZQruMnGXyDQCIF_CCwCUY9B6i2D5X0_R9Mf0o1Qhmrxt5wHJOUmknJcd", "available_at": 1792347361, "downloader_options": {"http_chunk_size": 10485760}, "protocol": "https", "video_ext": "mp4", "audio_ext": "none", "abr": 0, "vbr": 21.026, "resolution": "230x144", "aspect_ratio": 1.6, "http_headers": {"User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/146.0.0.0 Safari/537.36", "Accept": "text/html,application/xhtml+xml,application/xml;q=0.9,*/*;q=0.8", "Accept-Language": "en-us,en;q=0.5", "Sec-Fetch-Mode": "navigate"}, "format": "160 - 230x144 (144p)"}, {"filesize": 6355459, "format_id": "134", "format_note": "360p", "source_preference": -1, "fps": 30, "height": 360, "quality": 6.0, "has_drm": false, "tbr": 60.701, "filesize_approx": 6355387, "width": 576, "language_preference": -1, "ext": "mp4", "vcodec": "avc1.4D401E", "acodec": "none", "dynamic_range": "SDR", "container": "mp4_dash", "url": "https://rr1---sn-nv0ui4gvou-haps.googlevideo.com/videoplayback?expire=1792368961&ei=4QzVapjcJqiLvPEPwsmqqQM&ip=204.12.202.90&id=o-AHnaf_I872V2CjUi2_ejW1H5Bu1Gs9bZdXf_dCx7ILKa&itag=134&aitags=134%2C136%2C160%2C243&source=youtube&requiressl=yes&xpc=EgVo2aDSNQ%3D%3D&cps=354&met=1792347361%2C&mh=y0&mm=31%2C29&mn=sn-nv0ui4gvou-haps%2Csn-vgqsrnzk&ms=au%2Crdu&mv=m&mvi=1&pl=21&rms=au%2Cau&initcwndbps=942375&siu=1&bui=AWzQHwqRPeBDQ-Stc3-SFJPiBuXjlqqrybS7hAeZ9okvaCUNM5nAX1zs9-8H__pM1mXDsRlPyQ&spc=mpRQ_8xnzYA3q6nNXGwga1hqV5KTUcsJqFOTKui6HgpKIodQcXbpFWvQ8mfN-g8vMoAoXhEj2I_T&vprv=1&svpuc=1&mime=video%2Fmp4&ns=_ee24Blqj4zdaLhXS99o5RoZ&rqh=1&gir=yes&clen=6355459&dur=837.599&lmt=1575861301110308&mt=1792347061&fvip=2&keepalive=yes&fexp=51565115%2C52271469&c=WEB_EMBEDDED_PLAYER&sefc=1&txp=1306222&n=eXqUUY4Xwt-qQQ&sparams=expire%2Cei%2Cip%2Cid%2Caitags%2Csource%2Crequiressl%2Cxpc%2Csiu%2Cbui%2Cspc%2Cvprv%2Csvpuc%2Cmime%2Cns%2Crqh%2Cgir%2Cclen%2Cdur%2Clmt&sig=AE0s2JYwRAIgQY6MYl_ze107HMrLR_zLcMIa7DylkYMlJHaj3up8eJwCIGvzpNnxiSS5L7-cVK5zve0QQNcksEqm_udkhyuFqbkm&lsparams=cps%2Cmet%2Cmh%2Cmm%2Cmn%2Cms%2Cmv%2Cmvi%2Cpl%2Crms%2Cinitcwndbps&lsig=APaTxxMwRAIgSh5XkTYa6Vz08cuGCDnQVCeGimLOd1GgZQruMnGXyDQCIF_CCwCUY9B6i2D5X0_R9Mf0o1Qhmrxt5wHJOUmknJcd", "available_at": 1792347361, "downloader_options": {"http_chunk_size": 10485760}, "protocol": "https", "video_ext": "mp4", "audio_ext": "none", "abr": 0, "vbr": 60.701, "resolution": "576x360", "aspect_ratio": 1.6, "http_headers": {"User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/146.0.0.0 Safari/537.36", "Accept": "text/html,application/xhtml+xml,application/xml;q=0.9,*/*;q=0.8", "Accept-Language": "en-us,en;q=0.5", "Sec-Fetch-Mode": "navigate"}, "format": "134 - 576x360 (360p)"}, {"asr": 44100, "format_id": "18", "format_note": "360p", "source_preference": -1, "fps": 30, "audio_channels": 2, "height": 360, "quality": 6.0, "has_drm": false, "tbr": 189.081, "filesize_approx": 19798175, "width": 576, "language_preference": -1, "ext": "mp4", "vcodec": "avc1.42001E", "acodec": "mp4a.40.2", "dynamic_range": "SDR", "url": "https://rr1---sn-nv0ui4gvou-haps.googlevideo.com/videoplayback?expire=1792368961&ei=4QzVapjcJqiLvPEPwsmqqQM&ip=204.12.202.90&id=o-AHnaf_I872V2CjUi2_ejW1H5Bu1Gs9bZdXf_dCx7ILKa&itag=18&source=youtube&requiressl=yes&xpc=EgVo2aDSNQ%3D%3D&cps=354&met=1792347361%2C&mh=y0&mm=31%2C29&mn=sn-nv0ui4gvou-haps%2Csn-vgqsrnzk&ms=au%2Crdu&mv=m&mvi=1&pl=21&rms=au%2Cau&initcwndbps=942375&siu=1&bui=AWzQHwqE9AvhwQSQ3fwOJE7D38lSf9DmESwm_nrLdknHtZwzuHY8ARbSh2EIOxKs-TvZzCjb7g&spc=mpRQ_8xkzYA3q6nNXGwga1hqV5KTUcsJqFOTKui6HgpKIodQcXbpFWvQ8mfN-g8vMoAoZBdR2_fTYWw&vprv=1&svpuc=1&mime=video%2Fmp4&ns=dJy6dZWQOUCSilywgu6JD7IZ&rqh=1&cnr=14&ratebypass=yes&dur=837.659&lmt=1658003290213133&mt=1792347061&fvip=2&fexp=51565115%2C52271469&c=WEB_EMBEDDED_PLAYER&sefc=1&txp=1318224&n=YB_KsxVxlEZfQw&sparams=expire%2Cei%2Cip%2Cid%2Citag%2Csource%2Crequiressl%2Cxpc%2Csiu%2Cbui%2Cspc%2Cvprv%2Csvpuc%2Cmime%2Cns%2Crqh%2Ccnr%2Cratebypass%2Cdur%2Clmt&sig=AE0s2JYwRQIgLD3DVwBDXx8tzKMxkydgPfcnRBbQ-jwVLAX4Kxm7QM8CIQDVfXEJttrq1q0sZGz4C5xi8HRhiLNYByr8giF6v2Cfog%3D%3D&lsparams=cps%2Cmet%2Cmh%2Cmm%2Cmn%2Cms%2Cmv%2Cmvi%2Cpl%2Crms%2Cinitcwndbps&lsig=APaTxxMwRAIgSh5XkTYa6Vz08cuGCDnQVCeGimLOd1GgZQruMnGXyDQCIF_CCwCUY9B6i2D5X0_R9Mf0o1Qhmrxt5wHJOUmknJcd", "available_at": 1792347361, "downloader_options": {"http_chunk_size": 10485760}, "protocol": "https", "video_ext": "mp4", "audio_ext": "none", "resolution": "576x360", "aspect_ratio": 1.6, "http_headers": {"User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/146.0.0.0 Safari/537.36", "Accept": "text/html,application/xhtml+xml,application/xml;q=0.9,*/*;q=0.8", "Accept-Language": "en-us,en;q=0.5", "Sec-Fetch-Mode": "navigate"}, "format": "18 - 576x360 (360p)"}, {"filesize": 5476613, "format_id": "243", "format_note": "360p", "source_preference": -1, "fps": 30, "height": 360, "quality": 6.0, "has_drm": false, "tbr": 52.307, "filesize_approx": 5476542, "width": 576, "language_preference": -1, "ext": "webm", "vcodec": "vp9", "acodec": "none", "dynamic_range": "SDR", "container": "webm_dash", "url": "https://rr1---sn-nv0ui4gvou-haps.googlevideo.com/videoplayback?expire=1792368961&ei=4QzVapjcJqiLvPEPwsmqqQM&ip=204.12.202.90&id=o-AHnaf_I872V2CjUi2_ejW1H5Bu1Gs9bZdXf_dCx7ILKa&itag=243&aitags=134%2C136%2C160%2C243&source=youtube&requiressl=yes&xpc=EgVo2aDSNQ%3D%3D&cps=354&met=1792347361%2C&mh=y0&mm=31%2C29&mn=sn-nv0ui4gvou-haps%2Csn-vgqsrnzk&ms=au%2Crdu&mv=m&mvi=1&pl=21&rms=au%2Cau&initcwndbps=942375&siu=1&bui=AWzQHwqRPeBDQ-Stc3-SFJPiBuXjlqqrybS7hAeZ9okvaCUNM5nAX1zs9-8H__pM1mXDsRlPyQ&spc=mpRQ_8xnzYA3q6nNXGwga1hqV5KTUcsJqFOTKui6HgpKIodQcXbpFWvQ8mfN-g8vMoAoXhEj2I_T&vprv=1&svpuc=1&mime=video%2Fwebm&ns=_ee24Blqj4zdaLhXS99o5RoZ&rqh=1&gir=yes&clen=5476613&dur=837.600&lmt=1575861336268609&mt=1792347061&fvip=2&keepalive=yes&fexp=51565115%2C52271469&c=WEB_EMBEDDED_PLAYER&sefc=1&txp=1306222&n=eXqUUY4Xwt-qQQ&sparams=expire%2Cei%2Cip%2Cid%2Caitags%2Csource%2Crequiressl%2Cxpc%2Csiu%2Cbui%2Cspc%2Cvprv%2Csvpuc%2Cmime%2Cns%2Crqh%2Cgir%2Cclen%2Cdur%2Clmt&sig=AE0s2JYwRAIgFevMi7eTAhFHlx-xZ2z3SupT0y6QaxOqg-ylmfPUgYACICGgAFd_W6u297AQWHE2fKKfGxX0s3unHRtdhpSLqzaY&lsparams=cps%2Cmet%2Cmh%2Cmm%2Cmn%2Cms%2Cmv%2Cmvi%2Cpl%2Crms%2Cinitcwndbps&lsig=APaTxxMwRAIgSh5XkTYa6Vz08cuGCDnQVCeGimLOd1GgZQruMnGXyDQCIF_CCwCUY9B6i2D5X0_R9Mf0o1Qhmrxt5wHJOUmknJcd", "available_at": 1792347361, "downloader_options": {"http_chunk_size": 10485760}, "protocol": "https", "video_ext": "webm", "audio_ext": "none", "abr": 0, "vbr": 52.307, "resolution": "576x360", "aspect_ratio": 1.6, "http_headers": {"User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/146.0.0.0 Safari/537.36", "Accept": "text/html,application/xhtml+xml,application/xml;q=0.9,*/*;q=0.8", "Accept-Language": "en-us,en;q=0.5", "Sec-Fetch-Mode": "navigate"}, "format": "243 - 576x360 (360p)"}, {"filesize": 19290758, "format_id": "136", "format_note": "720p", "source_preference": -1, "fps": 30, "height": 720, "quality": 8.0, "has_drm": false, "tbr": 184.248, "filesize_approx": 19290742, "width": 1152, "language_preference": -1, "ext": "mp4", "vcodec": "avc1.4D401F", "acodec": "none", "dynamic_range": "SDR", "container": "mp4_dash", "url": "https://rr1---sn-nv0ui4gvou-haps.googlevideo.com/videoplayback?expire=1792368961&ei=4QzVapjcJqiLvPEPwsmqqQM&ip=204.12.202.90&id=o-AHnaf_I872V2CjUi2_ejW1H5Bu1Gs9bZdXf_dCx7ILKa&itag=136&aitags=134%2C136%2C160%2C243&source=youtube&requiressl=yes&xpc=EgVo2aDSNQ%3D%3D&cps=354&met=1792347361%2C&mh=y0&mm=31%2C29&mn=sn-nv0ui4gvou-haps%2Csn-vgqsrnzk&ms=au%2Crdu&mv=m&mvi=1&pl=21&rms=au%2Cau&initcwndbps=942375&siu=1&bui=AWzQHwqRPeBDQ-Stc3-SFJPiBuXjlqqrybS7hAeZ9okvaCUNM5nAX1zs9-8H__pM1mXDsRlPyQ&spc=mpRQ_8xnzYA3q6nNXGwga1hqV5KTUcsJqFOTKui6HgpKIodQcXbpFWvQ8mfN-g8vMoAoXhEj2I_T&vprv=1&svpuc=1&mime=video%2Fmp4&ns=_ee24Blqj4zdaLhXS99o5RoZ&rqh=1&gir=yes&clen=19290758&dur=837.599&lmt=1575861301109260&mt=1792347061&fvip=2&keepalive=yes&fexp=51565115%2C52271469&c=WEB_EMBEDDED_PLAYER&sefc=1&txp=1306222&n=eXqUUY4Xwt-qQQ&sparams=expire%2Cei%2Cip%2Cid%2Caitags%2Csource%2Crequiressl%2Cxpc%2Csiu%2Cbui%2Cspc%2Cvprv%2Csvpuc%2Cmime%2Cns%2Crqh%2Cgir%2Cclen%2Cdur%2Clmt&sig=AE0s2JYwRQIgOZrdIIQnTNQP_XeTsw8qcyoPCiR71k2vyRmUo8izeHsCIQCEsdH8_z6dPOZM24IbKSIFpLv9kWNDxMpDg9DwVdhknQ%3D%3D&lsparams=cps%2Cmet%2Cmh%2Cmm%2Cmn%2Cms%2Cmv%2Cmvi%2Cpl%2Crms%2Cinitcwndbps&lsig=APaTxxMwRAIgSh5XkTYa6Vz08cuGCDnQVCeGimLOd1GgZQruMnGXyDQCIF_CCwCUY9B6i2D5X0_R9Mf0o1Qhmrxt5wHJOUmknJcd", "available_at": 1792347361, "downloader_options": {"http_chunk_size": 10485760}, "protocol": "https", "video_ext": "mp4", "audio_ext": "none", "abr": 0, "vbr": 184.248, "resolution": "1152x720", "aspect_ratio": 1.6, "http_headers": {"User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/146.0.0.0 Safari/537.36", "Accept": "text/html,application/xhtml+xml,application/xml;q=0.9,*/*;q=0.8", "Accept-Language": "en-us,en;q=0.5", "Sec-Fetch-Mode": "navigate"}, "format": "136 - 1152x720 (720p)"}], "thumbnails": [{"url": "https://i.ytimg.com/vi/cDdpwAIsuD8/3.jpg", "preference": -37, "id": "0"}, {"url": "https://i.ytimg.com/vi_webp/cDdpwAIsuD8/3.webp", "preference": -36, "id": "1"}, {"url": "https://i.ytimg.com/vi/cDdpwAIsuD8/2.jpg", "preference": -35, "id": "2"}, {"url": "https://i.ytimg.com/vi_webp/cDdpwAIsuD8/2.webp", "preference": -34, "id": "3"}, {"url": "https://i.ytimg.com/vi/cDdpwAIsuD8/1.jpg", "preference": -33, "id": "4"}, {"url": "https://i.ytimg.com/vi_webp/cDdpwAIsuD8/1.webp", "preference": -32, "id": "5"}, {"url": "https://i.ytimg.com/vi/cDdpwAIsuD8/mq3.jpg", "preference": -31, "id": "6"}, {"url": "https://i.ytimg.com/vi_webp/cDdpwAIsuD8/mq3.webp", "preference": -30, "id": "7"}, {"url": "https://i.ytimg.com/vi/cDdpwAIsuD8/mq2.jpg", "preference": -29, "id": "8"}, {"url": "https://i.ytimg.com/vi_webp/cDdpwAIsuD8/mq2.webp", "preference": -28, "id": "9"}, {"url": "https://i.ytimg.com/vi/cDdpwAIsuD8/mq1.jpg", "preference": -27, "id": "10"}, {"url": "https://i.ytimg.com/vi_webp/cDdpwAIsuD8/mq1.webp", "preference": -26, "id": "11"}, {"url": "https://i.ytimg.com/vi/cDdpwAIsuD8/hq3.jpg", "preference": -25, "id": "12"}, {"url": "https://i.ytimg.com/vi_webp/cDdpwAIsuD8/hq3.webp", "preference": -24, "id": "13"}, {"url": "https://i.ytimg.com/vi/cDdpwAIsuD8/hq2.jpg", "preference": -23, "id": "14"}, {"url": "https://i.ytimg.com/vi_webp/cDdpwAIsuD8/hq2.webp", "preference": -22, "id": "15"}, {"url": "https://i.ytimg.com/vi/cDdpwAIsuD8/hq1.jpg", "preference": -21, "id": "16"}, {"url": "https://i.ytimg.com/vi_webp/cDdpwAIsuD8/hq1.webp", "preference": -20, "id": "17"}, {"url": "https://i.ytimg.com/vi/cDdpwAIsuD8/sd3.jpg", "preference": -19, "id": "18"}, {"url": "https://i.ytimg.com/vi_webp/cDdpwAIsuD8/sd3.webp", "preference": -18, "id": "19"}, {"url": "https://i.ytimg.com/vi/cDdpwAIsuD8/sd2.jpg", "preference": -17, "id": "20"}, {"url": "https://i.ytimg.com/vi_webp/cDdpwAIsuD8/sd2.webp", "preference": -16, "id": "21"}, {"url": "https://i.ytimg.com/vi/cDdpwAIsuD8/sd1.jpg", "preference": -15, "id": "22"}, {"url": "https://i.ytimg.com/vi_webp/cDdpwAIsuD8/sd1.webp", "preference": -14, "id": "23"}, {"url": "https://i.ytimg.com/vi/cDdpwAIsuD8/default.jpg", "height": 90, "width": 120, "preference": -13, "id": "24", "resolution": "120x90"}, {"url": "https://i.ytimg.com/vi_webp/cDdpwAIsuD8/default.webp", "preference": -12, "id": "25"}, {"url": "https://i.ytimg.com/vi/cDdpwAIsuD8/mqdefault.jpg", "height": 180, "width": 320, "preference": -11, "id": "26", "resolution": "320x180"}, {"url": "https://i.ytimg.com/vi_webp/cDdpwAIsuD8/mqdefault.webp", "preference": -10, "id": "27"}, {"url": "https://i.ytimg.com/vi/cDdpwAIsuD8/0.jpg", "preference": -9, "id": "28"}, {"url": "https://i.ytimg.com/vi_webp/cDdpwAIsuD8/0.webp", "preference": -8, "id": "29"}, {"url": "https://i.ytimg.com/vi/cDdpwAIsuD8/hqdefault.jpg?sqp=-oaymwEbCKgBEF5IVfKriqkDDggBFQAAiEIYAXABwAEG&rs=AOn4CLB5p5CmBFvyB0XyN4YSjy9RK_YSeQ", "height": 94, "width": 168, "preference": -7, "id": "30", "resolution": "168x94"}, {"url": "https://i.ytimg.com/vi/cDdpwAIsuD8/hqdefault.jpg?sqp=-oaymwEbCMQBEG5IVfKriqkDDggBFQAAiEIYAXABwAEG&rs=AOn4CLAPyK46V7jQjAv5mxFe58ohgG09vQ", "height": 110, "width": 196, "preference": -7, "id": "31", "resolution": "196x110"}, {"url": "https://i.ytimg.com/vi/cDdpwAIsuD8/hqdefault.jpg?sqp=-oaymwEcCPYBEIoBSFXyq4qpAw4IARUAAIhCGAFwAcABBg==&rs=AOn4CLBMcDj1pNO0xhvdLM9aATcjKw6hZw", "height": 138, "width": 246, "preference": -7, "id": "32", "resolution": "246x138"}, {"url": "https://i.ytimg.com/vi/cDdpwAIsuD8/hqdefault.jpg?sqp=-oaymwEcCNACELwBSFXyq4qpAw4IARUAAIhCGAFwAcABBg==&rs=AOn4CLBbYJmRtYUhRNMBlBhQiqB6wEWlKA", "height": 188, "width": 336, "preference": -7, "id": "33", "resolution": "336x188"}, {"url": "https://i.ytimg.com/vi/cDdpwAIsuD8/hqdefault.jpg", "height": 360, "width": 480, "preference": -7, "id": "34", "resolution": "480x360"}, {"url": "https://i.ytimg.com/vi_webp/cDdpwAIsuD8/hqdefault.webp", "preference": -6, "id": "35"}, {"url": "https://i.ytimg.com/vi/cDdpwAIsuD8/sddefault.jpg", "height": 480, "width": 640, "preference": -5, "id": "36", "resolution": "640x480"}, {"url": "https://i.ytimg.com/vi_webp/cDdpwAIsuD8/sddefault.webp", "preference": -4, "id": "37"}, {"url": "https://i.ytimg.com/vi/cDdpwAIsuD8/hq720.jpg", "preference": -3, "id": "38"}, {"url": "https://i.ytimg.com/vi_webp/cDdpwAIsuD8/hq720.webp", "preference": -2, "id": "39"}, {"url": "https://i.ytimg.com/vi/cDdpwAIsuD8/maxresdefault.jpg", "height": 1080, "width": 1920, "preference": -1, "id": "40", "resolution": "1920x1080"}, {"url": "https://i.ytimg.com/vi_webp/cDdpwAIsuD8/maxresdefault.webp", "preference": 0, "id": "41"}], "thumbnail": "https://i.ytimg.com/vi/cDdpwAIsuD8/maxresdefault.jpg", "description": "", "channel_id": "UCiDouKcxRmAdc5OeZdiRwAg", "channel_url": "https://www.youtube.com/channel/UCiDouKcxRmAdc5OeZdiRwAg", "duration": 838, "view_count": 24691, "age_limit": 0, "webpage_url": "https://www.youtube.com/watch?v=cDdpwAIsuD8", "categories": ["Science & Technology"], "tags": [], "playable_in_embed": true, "live_status": "not_live", "media_type": "video", "_format_sort_fields": ["quality", "res", "fps", "hdr:12", "source", "vcodec", "channels", "acodec", "lang", "proto"], "automatic_captions": {}, "subtitles": {}, "comment_count": 68, "like_count": 100, "channel": "Hugo Larochelle", "channel_follower_count": 44200, "uploader": "Hugo Larochelle", "uploader_id": "@hugolarochelle", "uploader_url": "https://www.youtube.com/@hugolarochelle", "upload_date": "20131116", "timestamp": 1384563027, "availability": "public", "webpage_url_basename": "watch", "webpage_url_domain": "youtube.com", "extractor": "youtube", "extractor_key": "Youtube", "display_id": "cDdpwAIsuD8", "fulltitle": "Neural networks [9.6] : Computer vision - convolutional network", "duration_string": "13:58", "is_live": false, "was_live": false, "epoch": 1792347364, "format": "136 - 1152x720 (720p)+251 - audio only (medium)", "format_id": "136+251", "ext": "mp4", "protocol": "https+https", "format_note": "720p+medium", "filesize_approx": 30260799, "tbr": 289.018, "width": 1152, "height": 720, "resolution": "1152x720", "fps": 30, "dynamic_range": "SDR", "vcodec": "avc1.4D401F", "vbr": 184.248, "aspect_ratio": 1.6, "acodec": "opus", "abr": 104.77, "asr": 48000, "audio_channels": 2, "_type": "video", "_version": {"version": "2026.08.19", "release_git_head": "594bd50c2c78ac432f81600d309fdc4e0a92d82c", "repository": "yt-dlp/yt-dlp"}}