WEBVTT 00:05.010 --> 00:06.660 Hi everyone will come back. 00:06.860 --> 00:12.410 So in this video you are actually done from the previous video just as we usually do when I was trying 00:12.410 --> 00:13.570 to build the project. 00:13.670 --> 00:19.650 I usually move it from this folder here to this folder so that I have enough cash to. 00:19.680 --> 00:24.510 So I don't have to download last and other stuff from the from again and again. 00:24.620 --> 00:30.350 But you don't need to do that if you have a good Internet connection you can just go stay at image classification 00:30.350 --> 00:36.830 and you Sudhakar can both build and so came up for now you've done all the project files so this is 00:36.830 --> 00:38.930 tutorial one so I've moved in here. 00:38.990 --> 00:40.850 And then you can see it's exactly the same. 00:40.850 --> 00:44.900 So when there's inception our model and everything is very similar. 00:44.890 --> 00:45.460 OK. 00:45.660 --> 00:50.970 So basically copying the files in image classification and put it in utero. 00:51.110 --> 00:56.510 Some of that go into tutorial one you can go into you can remain in misclassification is the same thing 00:56.910 --> 01:02.770 that can do Sudhakar compose and then build a case and to build the project. 01:04.040 --> 01:07.870 Again and then now I'm going to use it to the operator compose. 01:08.020 --> 01:10.710 So now I'm going to fire up the project 01:14.280 --> 01:20.700 or call so we have the project running now and then we were going to open post man to start sending 01:20.700 --> 01:22.000 some requests to the API. 01:22.010 --> 01:23.900 So a postman opens. 01:24.090 --> 01:26.480 Let's see what we are going to be testing. 01:26.670 --> 01:28.870 So here is Boseman. 01:28.980 --> 01:33.080 We're going to be sending at slash register slash classify and slash freesheet. 01:33.150 --> 01:33.940 OK. 01:34.320 --> 01:39.440 So let's go back to both men making sure that it opens and everything is running. 01:39.540 --> 01:48.660 So for register we're going to we're going to be giving the argument username and password for for classified. 01:48.660 --> 01:52.540 We're going to give username password and then you are out of the image. 01:52.650 --> 01:58.010 And finally for what we feel we're going to get the user name admin password and amount. 01:58.040 --> 01:58.500 OK. 01:58.680 --> 02:04.620 So we could actually go to a postman if you go to post man we can come here and we can write all four 02:04.620 --> 02:04.950 of them. 02:04.950 --> 02:09.030 OK so I couldn't write user names so you can see it already. 02:09.110 --> 02:11.370 The Viride it's all in or register. 02:11.540 --> 02:14.520 And then you can see here that I have a username password. 02:14.520 --> 02:17.650 You are l admin password amount. 02:17.670 --> 02:22.350 So I wrote all of them and then for each of these back ends and they're only going to use the fields 02:22.350 --> 02:23.020 that they need. 02:23.040 --> 02:24.200 OK. 02:24.360 --> 02:29.850 All right so now let's me can you use or so for user Nerima are I for broke for password I'm literate 02:29.910 --> 02:32.160 secure as my password. 02:32.500 --> 02:32.990 You are. 02:33.010 --> 02:35.010 Well we all we want to you are ELF a photo. 02:35.010 --> 02:35.380 OK. 02:35.410 --> 02:40.550 Let's go to Firefox and then let's search for a photo of let's say a zebra. 02:40.550 --> 02:41.150 OK. 02:41.300 --> 02:52.910 So I'm going to ride zebra and then we go to images and then let's take this image of this cute zebra 02:52.910 --> 02:53.730 over here. 02:53.840 --> 02:58.040 We're going to right click and then we're going to say copy image location. 02:58.040 --> 02:58.650 OK. 02:58.850 --> 03:00.970 So I'm going to clean copy image location. 03:01.010 --> 03:07.190 Now if you go in a new tab and you click and you paste this then let's see. 03:07.190 --> 03:08.370 So. 03:09.000 --> 03:12.680 So it ended up copying the image in base 64. 03:12.680 --> 03:14.410 So this is not what we need. 03:14.570 --> 03:22.080 So let's try to copy another image or fire off a zebra but this time let's hope that is JPI OK. 03:22.970 --> 03:24.740 So indeed it is. 03:24.740 --> 03:29.520 So in this one you can see here that the file is dot GBG. 03:29.540 --> 03:30.110 OK. 03:30.230 --> 03:36.100 So when I dig this link over here and then copy it there go to a post map and paste it in there you 03:36.090 --> 03:36.240 are. 03:36.260 --> 03:37.000 All right. 03:37.130 --> 03:42.480 So let's see what our model or our API predicts for this image over here. 03:42.590 --> 03:45.850 Now for the admin password is ABC 1 2 3. 03:45.920 --> 03:48.750 And if I ever end up refilling I'm just going to refill it. 03:48.800 --> 03:49.850 OK. 03:50.060 --> 03:52.590 All right so now what Send send this. 03:52.640 --> 04:00.450 OK so I'm going to send to register first and it tells me successfully signed up for the API. 04:00.730 --> 04:02.320 All right cool so I've read your story. 04:02.330 --> 04:04.540 I have some tokens so I'm going to go right. 04:04.540 --> 04:05.850 Classified. 04:06.010 --> 04:08.500 I'm going to hit the API and declassify. 04:08.710 --> 04:12.730 So let's see let's see if we can maybe zoom in a bit here. 04:13.280 --> 04:15.280 It's not quite a bit. 04:15.310 --> 04:15.860 OK. 04:15.940 --> 04:17.070 So that's better. 04:17.290 --> 04:24.130 So we we're going to hit the API and slash classify and then we're going to be using this you are able 04:24.130 --> 04:26.910 to classify this image that we just pasted. 04:27.030 --> 04:31.860 So I'm going to send this over and let's see what this ends up being. 04:31.860 --> 04:37.120 So it's going to take a while because the model takes a look a little bit each time to compute what 04:37.120 --> 04:38.220 this image is. 04:38.320 --> 04:43.100 So this model takes a bit of time and few seconds for five or six seconds. 04:43.240 --> 04:45.700 So as you see it's loading and it's finally done. 04:45.850 --> 04:52.150 So let's have a look at the results so you can see that the first result this shows is zebra and its 04:52.150 --> 04:54.800 confidence is 0.9 forces. 04:54.810 --> 04:59.140 So that means that it's ninety four point six percent that it's a zebra. 04:59.140 --> 04:59.430 OK. 04:59.440 --> 05:00.570 So that's pretty cool. 05:00.580 --> 05:08.860 We found out that the first this image is a zebra with the confidence of ninety four point six percent. 05:08.860 --> 05:16.940 It all shows things that it's hard to be used with a probability of 1 percent or 0.1 percent actually 05:17.350 --> 05:23.810 Tiger with probability zero point zero or 1 0 9 percent. 05:24.030 --> 05:29.940 An ostrich with a probability of zero point zero zero or six percent. 05:29.980 --> 05:30.540 OK. 05:30.640 --> 05:34.060 So it's obvious you that this image has a Z. 05:34.150 --> 05:34.810 OK. 05:35.170 --> 05:37.540 Now let's try another image let's try for example. 05:37.560 --> 05:38.240 Bander. 05:38.410 --> 05:38.950 OK. 05:39.130 --> 05:46.010 So we're going to come here and then we right a panda and then cookie enter and then I take this cute. 05:46.010 --> 05:48.290 I met this cute panda. 05:48.290 --> 05:52.680 We got a copy that image location Minshew image loads. 05:52.720 --> 05:55.060 So in this case again we got the image basics. 05:55.060 --> 05:57.760 Of course so we want to direct image. 05:57.880 --> 06:00.710 So let's see if this one works. 06:00.770 --> 06:04.440 So we're going to copy that image again. 06:04.460 --> 06:06.820 It's a 64. 06:06.880 --> 06:16.870 So let's see maybe this one copy image location OK so you found one. 06:16.870 --> 06:19.520 So this one is the image over here. 06:19.630 --> 06:25.420 And it is not it's not 64. 06:25.420 --> 06:28.170 So we're going to do this you're all here. 06:28.400 --> 06:29.770 OK. 06:30.280 --> 06:39.430 And then we're going to sit and try and classify the air so it's going to take a few seconds and we 06:39.430 --> 06:40.770 get our response back. 06:40.960 --> 06:48.160 And you can see here it says a giant panda or a panda a panda bear couldn't bear or I know preowned 06:48.580 --> 06:50.100 Milone the new cat. 06:50.140 --> 06:54.770 OK so that's probably the biological name and it's confidence is 0.9. 06:54.770 --> 06:57.060 So are you sure that's ninety three point two percent. 06:57.100 --> 06:58.930 We're ninety three point three percent. 06:59.030 --> 07:03.100 So that SuperCoach right into this image is a panda. 07:03.240 --> 07:05.990 And so you can see here why this is very powerful is. 07:06.000 --> 07:12.070 People get images or developers get images and they can automatically know what this image has. 07:12.280 --> 07:14.900 OK so that's very strong very powerful. 07:15.140 --> 07:18.160 So hopefully you see the idea of this year. 07:18.160 --> 07:24.730 So yeah this is basically the API in fact you can you know sell this API if you hosted and then you 07:24.730 --> 07:31.240 make people pay for your tokens then you're technically you know you can charge for it. 07:31.240 --> 07:32.660 Some people actually do. 07:32.890 --> 07:41.710 And let's first run out of something I keep canceling me the want to send to several classification 07:41.860 --> 07:47.660 requests so that I can finish my tokens and then I want to refill and tokens OK. 07:47.670 --> 07:49.000 So I'm going to go. 07:49.080 --> 07:50.030 We. 07:50.240 --> 07:56.610 Keep sending the requests until I run out of tokens and it tells me hey sorry you need to. 07:56.620 --> 07:58.470 So it's got take a few seconds. 07:58.660 --> 08:01.560 I'm going to keep doing this until it runs out. 08:01.660 --> 08:06.510 So I'll pause now and I'll call you back once I've run out of tokens. 08:06.610 --> 08:07.580 OK. 08:08.290 --> 08:09.770 All right so welcome back. 08:09.940 --> 08:15.760 So you can see here it says the message not enough tokens and three or three so I've run out of tokens 08:15.760 --> 08:17.410 to run for the classify. 08:17.560 --> 08:24.390 So I'm going to go hit this last refill and then I input the correct admin password and the amount. 08:24.670 --> 08:26.080 And then I'm going to send. 08:26.260 --> 08:26.900 OK. 08:27.040 --> 08:27.980 It does not tell me. 08:28.210 --> 08:31.870 You have refilled and the status is 200 success. 08:32.200 --> 08:36.910 And then if I try to classify again last time you told me you don't have enough tokens but this time 08:36.910 --> 08:40.840 is gone tell me is going give me the prediction. 08:40.840 --> 08:41.570 So let's see. 08:41.650 --> 08:42.810 So let's wait for a second. 08:42.820 --> 08:43.690 And here it is. 08:43.840 --> 08:46.830 So the giant panda panda panda bear could bear. 08:46.830 --> 08:47.440 And so. 08:47.620 --> 08:48.280 OK. 08:48.590 --> 08:54.220 So this is all the API this is ready to be deployed if you do a few security checks. 08:54.220 --> 08:57.200 First of all like make sure that you are. 08:57.280 --> 08:58.150 That was sent to you. 08:58.150 --> 09:01.030 For example to secure and not. 09:01.630 --> 09:05.200 Like for example probably has some malware storm into it. 09:05.260 --> 09:09.030 So if you verify all of these things it should be ready to deploy. 09:09.160 --> 09:14.340 And you can actually ask people to pay you to use your EPA. 09:14.350 --> 09:15.020 OK. 09:15.250 --> 09:17.500 So hopefully you found that pretty cool. 09:17.560 --> 09:20.250 Brianna stop here and I'll see you the next video. 09:20.320 --> 09:21.930 So until then happy Cody.