WEBVTT 00:00.200 --> 00:04.880 Okay, so here I am within cursor in the terminal in cursor. 00:04.920 --> 00:05.720 It's a bit confusing. 00:05.720 --> 00:08.160 You can see that's this bottom half of the screen. 00:08.360 --> 00:16.320 And I'm in I was originally in the agents directory and I went into the foundations subdirectory. 00:16.320 --> 00:18.120 So that's where I am right now. 00:18.280 --> 00:21.720 And this is of course the same directory that has app dot pi. 00:22.080 --> 00:26.440 And now I type these two words gradio deploy. 00:26.760 --> 00:27.640 That's it. 00:28.120 --> 00:36.040 So when I run that it's going to create a new spaces repo in um for, for for me. 00:36.360 --> 00:39.560 And now we need to give it a title for the app. 00:39.560 --> 00:43.040 And we're going to call it career conversation. 00:43.200 --> 00:48.760 But I'm going to call it Career Conversations two because I already have a number one. 00:49.360 --> 00:51.640 Enter Gradio app file. 00:51.640 --> 00:54.760 Well, it's app dot Pi that is our Gradio app file. 00:54.760 --> 00:57.360 So we can just press enter to accept it as it is. 00:57.880 --> 01:00.420 Enter spaces hardware. 01:00.420 --> 01:03.260 So we want CPU, dash basic. 01:03.420 --> 01:06.460 That is the simple, cheap, free, not cheap. 01:06.460 --> 01:08.740 It's free version of Gradio spaces. 01:08.740 --> 01:10.300 You will not have to pay for this. 01:11.100 --> 01:12.780 Any spaces secrets. 01:12.820 --> 01:15.940 And now we have to say yes, there are spaces. 01:16.140 --> 01:18.060 Enter the secret name. 01:18.180 --> 01:24.140 So we have to type open AI API key and we have to get this right. 01:24.420 --> 01:26.180 If you get it wrong, there is a way to edit it later. 01:26.180 --> 01:27.940 But but try and not get it wrong. 01:28.660 --> 01:33.300 And now we have to enter the actual value the the OpenAI API key. 01:33.300 --> 01:35.740 And I'm of course not going to enter my API key right now. 01:35.780 --> 01:38.340 Otherwise all of you guys will see it right away. 01:38.340 --> 01:39.420 But I'll put in a fake key. 01:39.460 --> 01:45.180 We'll do SQ dash and enter a secret name. 01:45.180 --> 01:47.500 There are two more secrets that we need to add. 01:47.540 --> 01:48.500 Do you know what they are? 01:48.820 --> 01:54.740 They are, of course, the pushover user and whatever that is. 01:54.780 --> 02:01.110 And the pushover Token and whatever that is and that is it. 02:01.110 --> 02:03.350 And it says enter blank to to end. 02:03.350 --> 02:05.310 So I just press enter and that's it. 02:05.750 --> 02:09.590 Create a GitHub action to automatically up the space. 02:09.590 --> 02:10.550 And the answer is no. 02:10.550 --> 02:12.510 So I can just press enter to say no. 02:12.830 --> 02:16.430 And that is now running and it's done. 02:16.470 --> 02:21.070 The space is available at that URL just like that. 02:21.070 --> 02:28.470 So I should now be able to click on that and launch it and see my space in action open. 02:28.950 --> 02:29.670 And here it is. 02:29.670 --> 02:32.550 It's still building so it takes a minute to build. 02:32.550 --> 02:35.590 But luckily my old one is still running over here. 02:35.590 --> 02:36.990 So I'm just going to flip over to that. 02:36.990 --> 02:43.230 You can see this is the address Huggingface spaces, my user ID and then career conversation. 02:43.270 --> 02:44.750 And I can say hi there. 02:45.590 --> 02:49.390 And it's thinking about that and it says hello, how can I help you? 02:49.390 --> 02:54.710 I'm going to make sure my phone is on noisy so that we can experience this. 02:55.370 --> 02:57.810 Do you have a patent? 02:59.130 --> 03:00.730 Yes, I hold a patent. 03:01.210 --> 03:05.730 I'd love to hear more about the patent. 03:06.530 --> 03:09.370 Can I get in touch? 03:10.010 --> 03:11.210 Absolutely. 03:11.250 --> 03:12.730 Share your email address. 03:13.610 --> 03:18.530 I'm at Edward doner.com. 03:19.210 --> 03:19.730 Ha, ha. 03:21.010 --> 03:21.730 You like that? 03:22.010 --> 03:23.290 So there we go. 03:23.410 --> 03:26.650 And it's come through very nicely. 03:26.850 --> 03:32.090 And I'm happy to say that I've been alerted about my own email address. 03:32.610 --> 03:36.130 So hopefully that is clear for you. 03:36.130 --> 03:37.930 You now see that. 03:38.050 --> 03:38.330 Hang on. 03:38.330 --> 03:41.370 If I take this off, hopefully the other one has now deployed as well. 03:41.450 --> 03:42.490 Career conversations too. 03:42.530 --> 03:43.130 It's right there. 03:43.130 --> 03:43.930 There it is as well. 03:43.930 --> 03:45.570 So I now have two career conversations. 03:45.890 --> 03:54.900 So this this is how you can interact with a deployed app And also, hugging face gives you a great way 03:54.900 --> 03:57.820 that you can just embed this in your own website. 03:57.820 --> 04:02.340 So I have a number of hugging face spaces that that run on my on my website. 04:03.100 --> 04:06.620 Like I've got this this connect four game that you can play against different LMS. 04:06.620 --> 04:08.380 And this is just a hugging face space. 04:08.380 --> 04:11.980 But if you look it looks like it's just coming from my own personal website. 04:12.020 --> 04:13.140 You can do the same thing. 04:13.140 --> 04:19.660 The instructions are on the Hugging Face Spaces site, and that way you can have your web page having 04:19.700 --> 04:24.380 embedded within it your career conversation where people can come to your website. 04:24.380 --> 04:30.580 They can have a virtual conversation with your avatar about your career, about your interests. 04:30.580 --> 04:34.900 If they say something that that it doesn't know how to answer, it's going to send you a push notification 04:34.900 --> 04:37.220 with the question so that you know it right away. 04:37.420 --> 04:42.140 And if they're if they're willing to give their email address, then it's going to notify you with their 04:42.140 --> 04:44.660 email address so that you can get in touch. 04:45.020 --> 04:53.880 So that is a deployed app that you have running and that you can interact with and use it as your own 04:53.920 --> 04:56.000 personal career avatar. 04:56.480 --> 05:00.680 So I know this was a lot to take in, but I hope that you found it very satisfying. 05:00.720 --> 05:03.400 A real application that you can put to good use. 05:03.880 --> 05:09.680 The more information here about how you do that deployment with the instructions and now the exercises 05:09.680 --> 05:10.280 for you. 05:10.280 --> 05:15.320 And this is the the real end of week one exercises that you need to take seriously because these are 05:15.320 --> 05:16.120 important. 05:16.440 --> 05:20.360 First and foremost, of course, to state the obvious, you should build this yourself. 05:20.360 --> 05:21.720 It's a valuable tool. 05:21.720 --> 05:22.920 It's really cool. 05:22.920 --> 05:23.920 You should deploy it. 05:23.960 --> 05:28.240 It is the future of resumes, an interface you can chat with about yourself. 05:28.640 --> 05:34.280 And next, of course, you should improve the resources that are supplied to the chatbot. 05:34.320 --> 05:36.960 This is very vanilla, just a LinkedIn profile. 05:36.960 --> 05:40.080 You can add much more detail about your background. 05:40.080 --> 05:43.040 You can add in lots of of important stuff. 05:43.080 --> 05:44.040 And you could answer. 05:44.080 --> 05:47.360 You could give answers to all of the typical career y kinds of questions. 05:47.360 --> 05:51.850 So you can make sure that you've got a really robust knowledge base of data there. 05:51.930 --> 05:55.450 If you know how Rag works, you could implement Rag. 05:55.490 --> 05:57.090 You could put in a coma data store. 05:57.090 --> 06:00.690 If you've done my LM engineering course, then you know this stuff super well. 06:00.690 --> 06:05.610 You could build that in there, and you could have it doing something that has like a bunch of different 06:05.610 --> 06:12.050 documents that it's able to to refer to in giving good answers with relevant context. 06:12.650 --> 06:14.930 And then you should add in more tools. 06:14.930 --> 06:21.050 You could have a tool that can make a SQL query to a database to look at prior questions that can be 06:21.050 --> 06:25.090 answered, and a database where it could add in questions that require an answer. 06:25.090 --> 06:30.170 So you could have something that's quite interactive where where the LM is able to to add questions 06:30.170 --> 06:35.330 to a database and it can text you and then it'll send you a push notification, and then you can come 06:35.330 --> 06:39.810 in and add the answers, and it will then provide the answers later to the user. 06:39.810 --> 06:43.250 So you could add all of that stuff, which would be really interesting. 06:43.610 --> 06:49.790 And then the final exercise for you, of course, is that you may have noticed that whilst in the last 06:49.790 --> 06:51.910 lab we built an evaluator. 06:51.910 --> 06:56.550 I didn't actually include the evaluator here because it just felt like that was too, too much, too 06:56.550 --> 06:57.670 much for one lab. 06:57.670 --> 06:59.150 But you should now bring that back. 06:59.150 --> 07:06.350 Let's have the evaluator in there to make sure that all of the responses that people give very professional 07:06.350 --> 07:08.430 and crisp and do well. 07:08.630 --> 07:12.910 So these are all good exercises for you to get involved in. 07:12.950 --> 07:16.590 And there's also plenty of user interface stuff you could do to make this nicer. 07:16.590 --> 07:19.670 You can make that Gradio app look prettier for sure. 07:19.670 --> 07:23.830 If you could just ask ChatGPT to give you some advice on Gradio apps. 07:23.870 --> 07:29.390 And if you know how to stream back results again, if you've taken the the other course, then you should 07:29.430 --> 07:30.870 add that in of course too. 07:31.750 --> 07:35.670 And to wrap this up, I just want to talk about the commercial implications. 07:35.670 --> 07:37.710 I always do want to bring it back to that. 07:37.750 --> 07:42.070 I mean, the obvious point here is that this is commercially already useful because you can use it for 07:42.070 --> 07:46.880 yourself to attract clients and perhaps even future buses. 07:46.880 --> 07:53.960 But also you can extend this kind of thinking to any business situation where you are building AI assistants, 07:53.960 --> 07:59.040 which is one of the very most common use cases commercially for agentic AI. 07:59.480 --> 08:05.800 This ability for it to interact with the real world through tools is what really sets something from 08:05.800 --> 08:12.520 being just a vanilla chatbot on a website to being something that is actually commercially valuable. 08:12.680 --> 08:18.080 It could be something which doesn't just tell you about ticket prices to travel somewhere, but it can 08:18.120 --> 08:21.440 then actually go and interact and book the tickets. 08:21.560 --> 08:28.480 That's the kind of that's the leveling up that you get with the use of tools and using structured outputs 08:28.520 --> 08:31.200 and providing more resources in the prompt. 08:31.480 --> 08:35.120 So this is really the bigger commercial opportunity. 08:35.160 --> 08:42.120 Look for ways that you can have this kind of tool enabled AI assistant, and see how that could be applied 08:42.240 --> 08:43.680 in your day job.