[{"transcript":" When you have users uploading thousands of images to your platform,","confidence":0.8037272727272728,"words":[{"word":"When","start_time":0.04,"end_time":0.161},{"word":"you","start_time":0.201,"end_time":0.302},{"word":"have","start_time":0.362,"end_time":0.623},{"word":"users","start_time":0.985,"end_time":1.307},{"word":"uploading","start_time":1.448,"end_time":1.81},{"word":"thousands","start_time":1.93,"end_time":2.473},{"word":"of","start_time":2.533,"end_time":2.594},{"word":"images","start_time":2.734,"end_time":3.076},{"word":"to","start_time":3.137,"end_time":3.237},{"word":"your","start_time":3.277,"end_time":3.438},{"word":"platform,","start_time":3.519,"end_time":3.8}],"alternatives":[],"language":"en"},{"transcript":" moderating them manually is almost impossible.","confidence":0.7693333333333334,"words":[{"word":"moderating","start_time":4.463,"end_time":5.067},{"word":"them","start_time":5.127,"end_time":5.308},{"word":"manually","start_time":5.389,"end_time":5.872},{"word":"is","start_time":6.134,"end_time":6.214},{"word":"almost","start_time":6.436,"end_time":6.758},{"word":"impossible.","start_time":6.778,"end_time":7.06}],"alternatives":[],"language":"en"},{"transcript":" But with AI, we can automatically moderate these images.","confidence":0.7366666666666667,"words":[{"word":"But","start_time":8.023,"end_time":8.123},{"word":"with","start_time":8.143,"end_time":8.284},{"word":"AI,","start_time":8.364,"end_time":8.807},{"word":"we","start_time":8.947,"end_time":9.068},{"word":"can","start_time":9.108,"end_time":9.269},{"word":"automatically","start_time":9.49,"end_time":10.214},{"word":"moderate","start_time":10.395,"end_time":10.837},{"word":"these","start_time":10.897,"end_time":11.119},{"word":"images.","start_time":11.259,"end_time":11.4}],"alternatives":[],"language":"en"},{"transcript":" So here we have a basic implementation of using Cloudinary with Node and uploading an image.","confidence":0.8148749999999998,"words":[{"word":"So","start_time":16.161,"end_time":16.261},{"word":"here","start_time":16.301,"end_time":16.402},{"word":"we","start_time":16.422,"end_time":16.482},{"word":"have","start_time":16.502,"end_time":16.623},{"word":"a","start_time":16.643,"end_time":16.683},{"word":"basic","start_time":16.703,"end_time":17.004},{"word":"implementation","start_time":17.125,"end_time":17.788},{"word":"of","start_time":17.928,"end_time":17.988},{"word":"using","start_time":18.069,"end_time":18.27},{"word":"Cloudinary","start_time":18.35,"end_time":18.912},{"word":"with","start_time":19.013,"end_time":19.214},{"word":"Node","start_time":19.294,"end_time":19.635},{"word":"and","start_time":19.736,"end_time":19.816},{"word":"uploading","start_time":19.917,"end_time":20.298},{"word":"an","start_time":20.399,"end_time":20.479},{"word":"image.","start_time":20.599,"end_time":20.74}],"alternatives":[],"language":"en"},{"transcript":" And currently I have moderation set to manual.","confidence":0.771375,"words":[{"word":"And","start_time":21.202,"end_time":21.262},{"word":"currently","start_time":21.323,"end_time":21.685},{"word":"I","start_time":21.786,"end_time":21.867},{"word":"have","start_time":21.927,"end_time":22.108},{"word":"moderation","start_time":22.229,"end_time":22.853},{"word":"set","start_time":22.914,"end_time":23.135},{"word":"to","start_time":23.236,"end_time":23.417},{"word":"manual.","start_time":23.659,"end_time":23.8}],"alternatives":[],"language":"en"},{"transcript":" So when we attempt an upload, we should see that this image gets into a pending status.","confidence":0.8068235294117647,"words":[{"word":"So","start_time":24.371,"end_time":24.471},{"word":"when","start_time":24.511,"end_time":24.632},{"word":"we","start_time":24.652,"end_time":24.772},{"word":"attempt","start_time":24.833,"end_time":25.154},{"word":"an","start_time":25.215,"end_time":25.275},{"word":"upload,","start_time":25.375,"end_time":25.777},{"word":"we","start_time":25.878,"end_time":25.978},{"word":"should","start_time":26.018,"end_time":26.219},{"word":"see","start_time":26.32,"end_time":26.561},{"word":"that","start_time":26.621,"end_time":26.742},{"word":"this","start_time":26.762,"end_time":26.903},{"word":"image","start_time":26.983,"end_time":27.224},{"word":"gets","start_time":27.304,"end_time":27.526},{"word":"into","start_time":27.606,"end_time":27.807},{"word":"a","start_time":27.867,"end_time":27.907},{"word":"pending","start_time":28.008,"end_time":28.329},{"word":"status.","start_time":28.349,"end_time":28.47}],"alternatives":[],"language":"en"},{"transcript":" As you can see here, moderation is set to manual and the status is set to pending.","confidence":0.8129999999999997,"words":[{"word":"As","start_time":29.152,"end_time":29.232},{"word":"you","start_time":29.252,"end_time":29.333},{"word":"can","start_time":29.353,"end_time":29.453},{"word":"see","start_time":29.493,"end_time":29.634},{"word":"here,","start_time":29.674,"end_time":29.935},{"word":"moderation","start_time":30.016,"end_time":30.618},{"word":"is","start_time":30.739,"end_time":30.799},{"word":"set","start_time":30.839,"end_time":31.02},{"word":"to","start_time":31.04,"end_time":31.161},{"word":"manual","start_time":31.201,"end_time":31.582},{"word":"and","start_time":31.683,"end_time":31.763},{"word":"the","start_time":31.783,"end_time":31.864},{"word":"status","start_time":31.904,"end_time":32.325},{"word":"is","start_time":32.466,"end_time":32.546},{"word":"set","start_time":32.607,"end_time":32.828},{"word":"to","start_time":32.888,"end_time":33.028},{"word":"pending.","start_time":33.209,"end_time":33.37}],"alternatives":[],"language":"en"},{"transcript":" So now if we actually go over to the Cloudinary dashboard, we can actually see","confidence":0.8212666666666666,"words":[{"word":"So","start_time":34.112,"end_time":34.233},{"word":"now","start_time":34.333,"end_time":34.575},{"word":"if","start_time":34.715,"end_time":34.775},{"word":"we","start_time":34.816,"end_time":34.876},{"word":"actually","start_time":34.936,"end_time":35.157},{"word":"go","start_time":35.197,"end_time":35.358},{"word":"over","start_time":35.499,"end_time":35.679},{"word":"to","start_time":35.82,"end_time":36.001},{"word":"the","start_time":36.041,"end_time":36.101},{"word":"Cloudinary","start_time":36.142,"end_time":36.584},{"word":"dashboard,","start_time":36.624,"end_time":37.146},{"word":"we","start_time":37.206,"end_time":37.287},{"word":"can","start_time":37.327,"end_time":37.427},{"word":"actually","start_time":37.467,"end_time":37.729},{"word":"see","start_time":37.97,"end_time":38.03}],"alternatives":[],"language":"en"},{"transcript":" what this looks like for a user to moderate.","confidence":0.7984444444444444,"words":[{"word":"what","start_time":38.677,"end_time":38.777},{"word":"this","start_time":38.817,"end_time":38.918},{"word":"looks","start_time":38.958,"end_time":39.119},{"word":"like","start_time":39.159,"end_time":39.38},{"word":"for","start_time":39.722,"end_time":39.943},{"word":"a","start_time":40.064,"end_time":40.145},{"word":"user","start_time":40.326,"end_time":40.667},{"word":"to","start_time":40.848,"end_time":40.949},{"word":"moderate.","start_time":40.989,"end_time":41.15}],"alternatives":[],"language":"en"},{"transcript":" So I've logged in to the Cloudinary dashboard.","confidence":0.727125,"words":[{"word":"So","start_time":41.451,"end_time":41.552},{"word":"I've","start_time":41.572,"end_time":41.674},{"word":"logged","start_time":41.714,"end_time":41.956},{"word":"in","start_time":42.098,"end_time":42.239},{"word":"to","start_time":42.421,"end_time":42.543},{"word":"the","start_time":42.563,"end_time":42.623},{"word":"Cloudinary","start_time":42.644,"end_time":43.048},{"word":"dashboard.","start_time":43.088,"end_time":43.27}],"alternatives":[],"language":"en"},{"transcript":" I've gone into my media library and I've selected moderation.","confidence":0.7166,"words":[{"word":"I've","start_time":43.771,"end_time":43.932},{"word":"gone","start_time":44.113,"end_time":44.335},{"word":"into","start_time":44.435,"end_time":44.636},{"word":"my","start_time":44.677,"end_time":44.797},{"word":"media","start_time":44.898,"end_time":45.22},{"word":"library","start_time":45.26,"end_time":45.603},{"word":"and","start_time":45.643,"end_time":45.744},{"word":"I've","start_time":45.764,"end_time":45.884},{"word":"selected","start_time":45.925,"end_time":46.368},{"word":"moderation.","start_time":46.488,"end_time":46.75}],"alternatives":[],"language":"en"},{"transcript":" And you can see here that this is stuck in this pending status for manual moderation.","confidence":0.8002499999999999,"words":[{"word":"And","start_time":47.512,"end_time":47.572},{"word":"you","start_time":47.613,"end_time":47.673},{"word":"can","start_time":47.713,"end_time":47.833},{"word":"see","start_time":47.894,"end_time":48.074},{"word":"here","start_time":48.155,"end_time":48.396},{"word":"that","start_time":48.456,"end_time":48.596},{"word":"this","start_time":48.677,"end_time":48.918},{"word":"is","start_time":49.139,"end_time":49.219},{"word":"stuck","start_time":49.52,"end_time":49.882},{"word":"in","start_time":50.022,"end_time":50.102},{"word":"this","start_time":50.143,"end_time":50.283},{"word":"pending","start_time":50.363,"end_time":50.624},{"word":"status","start_time":50.665,"end_time":51.026},{"word":"for","start_time":51.287,"end_time":51.448},{"word":"manual","start_time":51.528,"end_time":51.809},{"word":"moderation.","start_time":51.829,"end_time":52.03}],"alternatives":[],"language":"en"},{"transcript":" So if I just click the thumbs up here, that will be moderated.","confidence":0.7232307692307693,"words":[{"word":"So","start_time":52.711,"end_time":52.751},{"word":"if","start_time":52.771,"end_time":52.852},{"word":"I","start_time":52.892,"end_time":53.013},{"word":"just","start_time":53.033,"end_time":53.194},{"word":"click","start_time":53.234,"end_time":53.476},{"word":"the","start_time":53.516,"end_time":53.597},{"word":"thumbs","start_time":53.637,"end_time":53.878},{"word":"up","start_time":53.959,"end_time":54.06},{"word":"here,","start_time":54.12,"end_time":54.382},{"word":"that","start_time":54.925,"end_time":55.006},{"word":"will","start_time":55.046,"end_time":55.167},{"word":"be","start_time":55.187,"end_time":55.247},{"word":"moderated.","start_time":55.288,"end_time":55.65}],"alternatives":[],"language":"en"},{"transcript":" Now that's been approved, it's now been removed from this moderation queue.","confidence":0.7431666666666666,"words":[{"word":"Now","start_time":56.352,"end_time":56.493},{"word":"that's","start_time":56.513,"end_time":56.653},{"word":"been","start_time":56.694,"end_time":56.814},{"word":"approved,","start_time":56.834,"end_time":57.377},{"word":"it's","start_time":57.578,"end_time":57.719},{"word":"now","start_time":57.779,"end_time":57.98},{"word":"been","start_time":58.04,"end_time":58.281},{"word":"removed","start_time":58.442,"end_time":58.804},{"word":"from","start_time":58.844,"end_time":58.985},{"word":"this","start_time":59.025,"end_time":59.246},{"word":"moderation","start_time":59.487,"end_time":59.969},{"word":"queue.","start_time":59.989,"end_time":60.13}],"alternatives":[],"language":"en"},{"transcript":" But you can also do this in the API as well.","confidence":0.7435454545454546,"words":[{"word":"But","start_time":60.653,"end_time":60.754},{"word":"you","start_time":60.774,"end_time":60.834},{"word":"can","start_time":60.855,"end_time":60.956},{"word":"also","start_time":61.016,"end_time":61.258},{"word":"do","start_time":61.299,"end_time":61.379},{"word":"this","start_time":61.42,"end_time":61.561},{"word":"in","start_time":61.642,"end_time":61.702},{"word":"the","start_time":61.743,"end_time":61.823},{"word":"API","start_time":61.965,"end_time":62.167},{"word":"as","start_time":62.267,"end_time":62.429},{"word":"well.","start_time":62.469,"end_time":62.55}],"alternatives":[],"language":"en"},{"transcript":" So if you go to the admin API, there's this moderation","confidence":0.766,"words":[{"word":"So","start_time":62.831,"end_time":62.952},{"word":"if","start_time":62.993,"end_time":63.053},{"word":"you","start_time":63.073,"end_time":63.214},{"word":"go","start_time":63.234,"end_time":63.396},{"word":"to","start_time":63.436,"end_time":63.537},{"word":"the","start_time":63.557,"end_time":63.617},{"word":"admin","start_time":63.698,"end_time":63.919},{"word":"API,","start_time":63.98,"end_time":64.504},{"word":"there's","start_time":64.745,"end_time":64.927},{"word":"this","start_time":64.967,"end_time":65.108},{"word":"moderation","start_time":65.169,"end_time":65.37}],"alternatives":[],"language":"en"},{"transcript":" and it will give you the information about what it could be as moderation","confidence":0.7592857142857143,"words":[{"word":"and","start_time":65.47,"end_time":65.872},{"word":"it","start_time":66.335,"end_time":66.375},{"word":"will","start_time":66.415,"end_time":66.556},{"word":"give","start_time":66.596,"end_time":66.757},{"word":"you","start_time":66.817,"end_time":66.998},{"word":"the","start_time":67.139,"end_time":67.279},{"word":"information","start_time":67.4,"end_time":67.983},{"word":"about","start_time":68.103,"end_time":68.344},{"word":"what","start_time":68.385,"end_time":68.525},{"word":"it","start_time":68.545,"end_time":68.606},{"word":"could","start_time":68.686,"end_time":68.907},{"word":"be","start_time":68.967,"end_time":69.128},{"word":"as","start_time":69.189,"end_time":69.269},{"word":"moderation","start_time":69.289,"end_time":69.49}],"alternatives":[],"language":"en"},{"transcript":" and what status it was set to.","confidence":0.749142857142857,"words":[{"word":"and","start_time":70.357,"end_time":70.478},{"word":"what","start_time":70.558,"end_time":70.78},{"word":"status","start_time":71.162,"end_time":71.604},{"word":"it","start_time":71.805,"end_time":71.866},{"word":"was","start_time":71.926,"end_time":72.087},{"word":"set","start_time":72.348,"end_time":72.59},{"word":"to.","start_time":72.61,"end_time":72.65}],"alternatives":[],"language":"en"},{"transcript":" Now we've looked at manual moderation.","confidence":0.5641666666666667,"words":[{"word":"Now","start_time":72.912,"end_time":73.034},{"word":"we've","start_time":73.054,"end_time":73.176},{"word":"looked","start_time":73.196,"end_time":73.379},{"word":"at","start_time":73.399,"end_time":73.582},{"word":"manual","start_time":73.683,"end_time":73.987},{"word":"moderation.","start_time":74.007,"end_time":74.21}],"alternatives":[],"language":"en"},{"transcript":" Let's actually look about how you can use AI","confidence":0.7602222222222221,"words":[{"word":"Let's","start_time":74.592,"end_time":74.793},{"word":"actually","start_time":74.874,"end_time":75.136},{"word":"look","start_time":75.156,"end_time":75.337},{"word":"about","start_time":75.398,"end_time":75.619},{"word":"how","start_time":75.801,"end_time":76.103},{"word":"you","start_time":76.183,"end_time":76.304},{"word":"can","start_time":76.344,"end_time":76.486},{"word":"use","start_time":76.647,"end_time":76.788},{"word":"AI","start_time":76.808,"end_time":76.848}],"alternatives":[],"language":"en"},{"transcript":" to do moderation for you.","confidence":0.73,"words":[{"word":"to","start_time":77.891,"end_time":78.033},{"word":"do","start_time":78.154,"end_time":78.417},{"word":"moderation","start_time":78.498,"end_time":79.045},{"word":"for","start_time":79.186,"end_time":79.409},{"word":"you.","start_time":79.429,"end_time":79.49}],"alternatives":[],"language":"en"},{"transcript":" So if you have thousands of images being uploaded,","confidence":0.7315555555555555,"words":[{"word":"So","start_time":79.852,"end_time":79.973},{"word":"if","start_time":80.054,"end_time":80.135},{"word":"you","start_time":80.155,"end_time":80.276},{"word":"have","start_time":80.316,"end_time":80.438},{"word":"thousands","start_time":80.538,"end_time":80.962},{"word":"of","start_time":80.982,"end_time":81.063},{"word":"images","start_time":81.144,"end_time":81.426},{"word":"being","start_time":81.467,"end_time":81.648},{"word":"uploaded,","start_time":81.669,"end_time":81.83}],"alternatives":[],"language":"en"},{"transcript":" there's no need for you to manually moderate.","confidence":0.7607499999999999,"words":[{"word":"there's","start_time":82.453,"end_time":82.655},{"word":"no","start_time":82.735,"end_time":82.937},{"word":"need","start_time":82.997,"end_time":83.26},{"word":"for","start_time":83.32,"end_time":83.441},{"word":"you","start_time":83.482,"end_time":83.603},{"word":"to","start_time":83.623,"end_time":83.724},{"word":"manually","start_time":83.804,"end_time":84.228},{"word":"moderate.","start_time":84.288,"end_time":84.49}],"alternatives":[],"language":"en"},{"transcript":" So we're back in the code here and we can change this to AWS","confidence":0.7848571428571426,"words":[{"word":"So","start_time":84.851,"end_time":84.932},{"word":"we're","start_time":84.952,"end_time":85.073},{"word":"back","start_time":85.093,"end_time":85.194},{"word":"in","start_time":85.235,"end_time":85.295},{"word":"the","start_time":85.315,"end_time":85.376},{"word":"code","start_time":85.416,"end_time":85.598},{"word":"here","start_time":85.638,"end_time":85.759},{"word":"and","start_time":85.779,"end_time":85.86},{"word":"we","start_time":85.88,"end_time":85.92},{"word":"can","start_time":85.961,"end_time":86.062},{"word":"change","start_time":86.102,"end_time":86.304},{"word":"this","start_time":86.344,"end_time":86.485},{"word":"to","start_time":86.525,"end_time":86.687},{"word":"AWS","start_time":86.888,"end_time":87.07}],"alternatives":[],"language":"en"},{"transcript":" recognition, which is just AWS underscore rec for node.","confidence":0.7528888888888889,"words":[{"word":"recognition,","start_time":87.613,"end_time":88.256},{"word":"which","start_time":88.396,"end_time":88.537},{"word":"is","start_time":88.597,"end_time":88.678},{"word":"just","start_time":88.718,"end_time":88.899},{"word":"AWS","start_time":89.12,"end_time":89.823},{"word":"underscore","start_time":89.924,"end_time":90.366},{"word":"rec","start_time":90.467,"end_time":90.708},{"word":"for","start_time":90.848,"end_time":91.009},{"word":"node.","start_time":91.09,"end_time":91.17}],"alternatives":[],"language":"en"},{"transcript":" And this will start AI moderation for you.","confidence":0.77375,"words":[{"word":"And","start_time":91.612,"end_time":91.692},{"word":"this","start_time":91.712,"end_time":91.853},{"word":"will","start_time":91.894,"end_time":92.115},{"word":"start","start_time":92.216,"end_time":92.578},{"word":"AI","start_time":92.961,"end_time":93.323},{"word":"moderation","start_time":93.384,"end_time":93.907},{"word":"for","start_time":94.028,"end_time":94.229},{"word":"you.","start_time":94.25,"end_time":94.31}],"alternatives":[],"language":"en"},{"transcript":" And by default, if the confidence level is of 0.5,","confidence":0.6752,"words":[{"word":"And","start_time":94.792,"end_time":94.872},{"word":"by","start_time":94.892,"end_time":95.053},{"word":"default,","start_time":95.114,"end_time":95.616},{"word":"if","start_time":95.938,"end_time":96.038},{"word":"the","start_time":96.099,"end_time":96.179},{"word":"confidence","start_time":96.219,"end_time":96.662},{"word":"level","start_time":96.682,"end_time":96.983},{"word":"is","start_time":97.164,"end_time":97.245},{"word":"of","start_time":97.265,"end_time":97.305},{"word":"0.5,","start_time":97.446,"end_time":97.486}],"alternatives":[],"language":"en"},{"transcript":" it will automatically approve the moderation for you.","confidence":0.728625,"words":[{"word":"it","start_time":98.43,"end_time":98.591},{"word":"will","start_time":98.792,"end_time":98.953},{"word":"automatically","start_time":99.113,"end_time":99.797},{"word":"approve","start_time":99.998,"end_time":100.721},{"word":"the","start_time":100.741,"end_time":101.565},{"word":"moderation","start_time":101.686,"end_time":102.288},{"word":"for","start_time":102.349,"end_time":102.53},{"word":"you.","start_time":102.55,"end_time":102.61}],"alternatives":[],"language":"en"},{"transcript":" And you can fine tune this and I'll show that in a second.","confidence":0.6856923076923077,"words":[{"word":"And","start_time":102.972,"end_time":103.053},{"word":"you","start_time":103.073,"end_time":103.174},{"word":"can","start_time":103.194,"end_time":103.335},{"word":"fine","start_time":103.376,"end_time":103.598},{"word":"tune","start_time":103.638,"end_time":103.84},{"word":"this","start_time":103.88,"end_time":104.041},{"word":"and","start_time":104.122,"end_time":104.223},{"word":"I'll","start_time":104.243,"end_time":104.425},{"word":"show","start_time":104.445,"end_time":104.546},{"word":"that","start_time":104.586,"end_time":104.687},{"word":"in","start_time":104.707,"end_time":104.768},{"word":"a","start_time":104.788,"end_time":104.808},{"word":"second.","start_time":104.869,"end_time":105.01}],"alternatives":[],"language":"en"},{"transcript":" But first, let's look at the results.","confidence":0.7672857142857142,"words":[{"word":"But","start_time":105.574,"end_time":105.695},{"word":"first,","start_time":105.716,"end_time":105.938},{"word":"let's","start_time":105.958,"end_time":106.14},{"word":"look","start_time":106.181,"end_time":106.343},{"word":"at","start_time":106.525,"end_time":106.606},{"word":"the","start_time":106.646,"end_time":106.747},{"word":"results.","start_time":106.788,"end_time":106.99}],"alternatives":[],"language":"en"},{"transcript":" So now if we run npm start on this, we should see a result for the moderation in here.","confidence":0.7182105263157894,"words":[{"word":"So","start_time":108.041,"end_time":108.101},{"word":"now","start_time":108.141,"end_time":108.242},{"word":"if","start_time":108.282,"end_time":108.322},{"word":"we","start_time":108.342,"end_time":108.442},{"word":"run","start_time":108.483,"end_time":108.683},{"word":"npm","start_time":108.703,"end_time":109.245},{"word":"start","start_time":109.446,"end_time":109.827},{"word":"on","start_time":109.988,"end_time":110.048},{"word":"this,","start_time":110.108,"end_time":110.349},{"word":"we","start_time":110.891,"end_time":111.011},{"word":"should","start_time":111.031,"end_time":111.292},{"word":"see","start_time":111.332,"end_time":111.573},{"word":"a","start_time":111.613,"end_time":111.653},{"word":"result","start_time":111.714,"end_time":112.015},{"word":"for","start_time":112.035,"end_time":112.135},{"word":"the","start_time":112.155,"end_time":112.215},{"word":"moderation","start_time":112.255,"end_time":112.857},{"word":"in","start_time":112.878,"end_time":112.918},{"word":"here.","start_time":113.379,"end_time":113.5}],"alternatives":[],"language":"en"},{"transcript":" So here's the moderation and we've got AWS REC.","confidence":0.818,"words":[{"word":"So","start_time":114.342,"end_time":114.523},{"word":"here's","start_time":114.604,"end_time":114.825},{"word":"the","start_time":114.845,"end_time":114.925},{"word":"moderation","start_time":114.945,"end_time":115.548},{"word":"and","start_time":115.568,"end_time":116.513},{"word":"we've","start_time":116.533,"end_time":116.714},{"word":"got","start_time":116.754,"end_time":116.955},{"word":"AWS","start_time":117.277,"end_time":117.759},{"word":"REC.","start_time":117.819,"end_time":117.96}],"alternatives":[],"language":"en"},{"transcript":" It was approved.","confidence":0.6566666666666666,"words":[{"word":"It","start_time":118.448,"end_time":118.51},{"word":"was","start_time":118.571,"end_time":118.694},{"word":"approved.","start_time":118.715,"end_time":118.94}],"alternatives":[],"language":"en"},{"transcript":" And then the response here, there's no moderation labels.","confidence":0.802888888888889,"words":[{"word":"And","start_time":120.204,"end_time":120.284},{"word":"then","start_time":120.305,"end_time":120.466},{"word":"the","start_time":120.486,"end_time":120.566},{"word":"response","start_time":120.607,"end_time":120.99},{"word":"here,","start_time":121.03,"end_time":121.292},{"word":"there's","start_time":121.372,"end_time":121.574},{"word":"no","start_time":121.614,"end_time":121.715},{"word":"moderation","start_time":121.755,"end_time":122.158},{"word":"labels.","start_time":122.178,"end_time":122.34}],"alternatives":[],"language":"en"},{"transcript":" It tells us the model version and when it was last updated.","confidence":0.7805833333333333,"words":[{"word":"It","start_time":122.68,"end_time":122.761},{"word":"tells","start_time":122.942,"end_time":123.164},{"word":"us","start_time":123.204,"end_time":123.264},{"word":"the","start_time":123.304,"end_time":123.405},{"word":"model","start_time":123.425,"end_time":123.646},{"word":"version","start_time":123.667,"end_time":124.089},{"word":"and","start_time":124.512,"end_time":124.572},{"word":"when","start_time":124.612,"end_time":124.713},{"word":"it","start_time":124.733,"end_time":124.774},{"word":"was","start_time":124.814,"end_time":124.934},{"word":"last","start_time":125.035,"end_time":125.397},{"word":"updated.","start_time":125.659,"end_time":125.82}],"alternatives":[],"language":"en"},{"transcript":" As I said, you can fine tune the moderation through confidence levels.","confidence":0.7625833333333333,"words":[{"word":"As","start_time":126.503,"end_time":126.583},{"word":"I","start_time":126.623,"end_time":126.684},{"word":"said,","start_time":126.704,"end_time":126.865},{"word":"you","start_time":126.885,"end_time":126.985},{"word":"can","start_time":127.066,"end_time":127.428},{"word":"fine","start_time":127.709,"end_time":127.93},{"word":"tune","start_time":127.95,"end_time":128.151},{"word":"the","start_time":128.171,"end_time":128.232},{"word":"moderation","start_time":128.272,"end_time":128.795},{"word":"through","start_time":128.895,"end_time":129.116},{"word":"confidence","start_time":129.177,"end_time":129.619},{"word":"levels.","start_time":129.639,"end_time":129.8}],"alternatives":[],"language":"en"},{"transcript":" And you can read about this in the how to automate image moderation with Amazon recognition.","confidence":0.779,"words":[{"word":"And","start_time":130.281,"end_time":130.362},{"word":"you","start_time":130.382,"end_time":130.462},{"word":"can","start_time":130.482,"end_time":130.583},{"word":"read","start_time":130.623,"end_time":130.763},{"word":"about","start_time":130.804,"end_time":130.984},{"word":"this","start_time":131.004,"end_time":131.185},{"word":"in","start_time":131.266,"end_time":131.346},{"word":"the","start_time":131.366,"end_time":131.446},{"word":"how","start_time":131.487,"end_time":131.667},{"word":"to","start_time":131.687,"end_time":131.788},{"word":"automate","start_time":131.848,"end_time":132.19},{"word":"image","start_time":132.27,"end_time":132.511},{"word":"moderation","start_time":132.531,"end_time":133.053},{"word":"with","start_time":133.435,"end_time":133.616},{"word":"Amazon","start_time":133.736,"end_time":134.118},{"word":"recognition.","start_time":134.138,"end_time":134.54}],"alternatives":[],"language":"en"},{"transcript":" You can also have this on by default in the console in your upload preset.","confidence":0.7933333333333333,"words":[{"word":"You","start_time":135.481,"end_time":135.581},{"word":"can","start_time":135.621,"end_time":135.842},{"word":"also","start_time":135.982,"end_time":136.264},{"word":"have","start_time":136.344,"end_time":136.484},{"word":"this","start_time":136.525,"end_time":136.685},{"word":"on","start_time":136.806,"end_time":136.946},{"word":"by","start_time":136.966,"end_time":137.127},{"word":"default","start_time":137.227,"end_time":137.649},{"word":"in","start_time":137.729,"end_time":137.809},{"word":"the","start_time":137.829,"end_time":137.91},{"word":"console","start_time":137.95,"end_time":138.492},{"word":"in","start_time":138.693,"end_time":138.793},{"word":"your","start_time":138.893,"end_time":139.335},{"word":"upload","start_time":139.857,"end_time":140.339},{"word":"preset.","start_time":140.439,"end_time":140.62}],"alternatives":[],"language":"en"},{"transcript":" So here in my upload preset here, upload control, you can select Amazon recognition","confidence":0.7865714285714286,"words":[{"word":"So","start_time":140.981,"end_time":141.121},{"word":"here","start_time":141.182,"end_time":141.443},{"word":"in","start_time":141.523,"end_time":141.603},{"word":"my","start_time":141.644,"end_time":141.764},{"word":"upload","start_time":141.844,"end_time":142.106},{"word":"preset","start_time":142.146,"end_time":142.507},{"word":"here,","start_time":142.547,"end_time":142.748},{"word":"upload","start_time":142.949,"end_time":143.23},{"word":"control,","start_time":143.271,"end_time":143.773},{"word":"you","start_time":144.014,"end_time":144.134},{"word":"can","start_time":144.154,"end_time":144.295},{"word":"select","start_time":144.315,"end_time":144.636},{"word":"Amazon","start_time":144.797,"end_time":145.179},{"word":"recognition","start_time":145.199,"end_time":145.48}],"alternatives":[],"language":"en"},{"transcript":" and then you can set how aggressive you want this to be and what things you want to ignore.","confidence":0.8115263157894737,"words":[{"word":"and","start_time":146.468,"end_time":146.549},{"word":"then","start_time":146.589,"end_time":146.689},{"word":"you","start_time":146.709,"end_time":146.809},{"word":"can","start_time":146.829,"end_time":146.97},{"word":"set","start_time":147.09,"end_time":147.331},{"word":"how","start_time":147.511,"end_time":147.973},{"word":"aggressive","start_time":148.093,"end_time":148.534},{"word":"you","start_time":148.574,"end_time":148.695},{"word":"want","start_time":148.735,"end_time":148.855},{"word":"this","start_time":148.875,"end_time":149.035},{"word":"to","start_time":149.056,"end_time":149.136},{"word":"be","start_time":149.196,"end_time":149.437},{"word":"and","start_time":149.557,"end_time":149.657},{"word":"what","start_time":149.697,"end_time":149.818},{"word":"things","start_time":149.858,"end_time":150.038},{"word":"you","start_time":150.078,"end_time":150.159},{"word":"want","start_time":150.179,"end_time":150.319},{"word":"to","start_time":150.359,"end_time":150.479},{"word":"ignore.","start_time":150.54,"end_time":150.7}],"alternatives":[],"language":"en"},{"transcript":" And then you can save this and then that will be automatically applied to every upload.","confidence":0.8368749999999999,"words":[{"word":"And","start_time":151.762,"end_time":151.943},{"word":"then","start_time":152.184,"end_time":152.345},{"word":"you","start_time":152.365,"end_time":152.465},{"word":"can","start_time":152.485,"end_time":152.646},{"word":"save","start_time":152.706,"end_time":152.947},{"word":"this","start_time":153.007,"end_time":153.208},{"word":"and","start_time":153.308,"end_time":153.409},{"word":"then","start_time":153.449,"end_time":153.569},{"word":"that","start_time":153.609,"end_time":153.73},{"word":"will","start_time":153.77,"end_time":153.91},{"word":"be","start_time":153.951,"end_time":154.031},{"word":"automatically","start_time":154.151,"end_time":154.754},{"word":"applied","start_time":154.814,"end_time":155.215},{"word":"to","start_time":155.536,"end_time":155.697},{"word":"every","start_time":155.858,"end_time":156.119},{"word":"upload.","start_time":156.139,"end_time":156.44}],"alternatives":[],"language":"en"},{"transcript":" Next up, learn how to save even more time by automatically tagging images using AI.","confidence":0.8303999999999999,"words":[{"word":"Next","start_time":157.362,"end_time":157.622},{"word":"up,","start_time":157.763,"end_time":157.863},{"word":"learn","start_time":158.305,"end_time":158.545},{"word":"how","start_time":158.606,"end_time":158.806},{"word":"to","start_time":158.846,"end_time":158.947},{"word":"save","start_time":158.987,"end_time":159.268},{"word":"even","start_time":159.489,"end_time":159.669},{"word":"more","start_time":159.709,"end_time":159.89},{"word":"time","start_time":159.93,"end_time":160.191},{"word":"by","start_time":160.231,"end_time":160.371},{"word":"automatically","start_time":160.552,"end_time":161.174},{"word":"tagging","start_time":161.294,"end_time":161.676},{"word":"images","start_time":161.736,"end_time":162.137},{"word":"using","start_time":162.518,"end_time":162.779},{"word":"AI.","start_time":162.799,"end_time":162.96}],"alternatives":[],"language":"en"}]