1 00:00:05,060 --> 00:00:12,200 In this lesson, we are going to talk about life cycle management in the context, in the context of 2 00:00:12,200 --> 00:00:13,550 LM ops. 3 00:00:18,660 --> 00:00:28,800 So when you start looking for LM ops solutions and remember that we have already seen, uh, one of 4 00:00:28,800 --> 00:00:36,450 them, which is, uh, Lang Lang Smith, if you remember, one of the, of the, uh, secondary solutions 5 00:00:36,450 --> 00:00:39,330 that the team from Lang Chain provides. 6 00:00:39,330 --> 00:00:40,410 Lang Smith. 7 00:00:41,220 --> 00:00:42,990 But you have many others. 8 00:00:42,990 --> 00:00:46,560 And right now this, this, this new industries is booming. 9 00:00:46,560 --> 00:00:51,810 So you will find new and new and a different approaches here. 10 00:00:51,810 --> 00:00:58,110 And one of the things you are going to listen from this kind of, uh, companies and marketing, uh, 11 00:00:58,110 --> 00:01:01,920 approaches is going to be life cycle management. 12 00:01:01,920 --> 00:01:06,450 So I think it's worthy to spend a few minutes talking about this. 13 00:01:07,200 --> 00:01:17,670 So remember that the, the life cycle of a, uh, an application development is something that we have 14 00:01:17,670 --> 00:01:20,460 been talking about, uh, before in this program. 15 00:01:20,460 --> 00:01:28,320 So we will we if you remember, we we talked we talk about different stages like deployment, monitoring, 16 00:01:28,320 --> 00:01:31,590 evaluation, fine tuning, etc., etc.. 17 00:01:31,590 --> 00:01:32,250 Right. 18 00:01:32,490 --> 00:01:43,410 But uh, when you are talking about LM ops, we are talking about how to maintain an application in 19 00:01:43,410 --> 00:01:46,650 each of the phases of the life cycle. 20 00:01:47,410 --> 00:01:57,670 So we will consider each of the phases, and we will consider some criteria in order to optimize the 21 00:01:57,670 --> 00:02:03,220 efficiency, the scalability, the risk mitigation, etc., etc.. 22 00:02:03,520 --> 00:02:04,480 So. 23 00:02:05,870 --> 00:02:11,570 Let's talk for example, about a the deployment phase. 24 00:02:11,810 --> 00:02:19,640 So the deployment phase involves implementing the LM application in a production environment. 25 00:02:19,880 --> 00:02:27,470 This includes integrating the application with user interfaces, setting up the necessary infrastructure, 26 00:02:27,470 --> 00:02:32,120 and ensuring that the model is ready to interact with end users. 27 00:02:32,240 --> 00:02:41,120 At this stage, it will be crucial to consider aspects such as the anticipated workload and compatibility 28 00:02:41,120 --> 00:02:43,760 with existing systems. 29 00:02:44,770 --> 00:02:46,900 In the monitoring phase. 30 00:02:47,690 --> 00:02:52,130 Once deployed, the application requires constant monitoring. 31 00:02:52,160 --> 00:02:59,960 This involves tracking the model's performance, accuracy, response times, and resource consumption. 32 00:02:59,990 --> 00:03:07,190 Monitoring also includes overseeing user interaction with the model to identify potential issues or 33 00:03:07,190 --> 00:03:09,380 areas for improvement. 34 00:03:10,070 --> 00:03:12,860 What about the evaluation phase? 35 00:03:13,560 --> 00:03:19,830 Regular evaluation is vital to ensure that the model remains relevant and effective. 36 00:03:19,860 --> 00:03:27,840 This may involve performance testing, analysis of user feedback and comparison of the model's results 37 00:03:27,840 --> 00:03:31,860 with industry standards or business objectives. 38 00:03:32,550 --> 00:03:39,450 And finally, the last phase we are going to a consider in this a quick summary. 39 00:03:40,180 --> 00:03:42,280 Tuning the application. 40 00:03:42,280 --> 00:03:49,450 So based on the results of monitoring and evaluation, the model may require adjustments. 41 00:03:49,480 --> 00:03:57,010 This may include recalibrating the model, updating its training data, or modifying its parameters 42 00:03:57,010 --> 00:04:03,010 to improve accuracy, reduce biases, or enhance user experience. 43 00:04:03,010 --> 00:04:09,280 So from now on, when you listen to a LM. 44 00:04:09,310 --> 00:04:20,709 Ops providers, a solution providers and you listen to words or read, uh, words like like life cycle 45 00:04:20,709 --> 00:04:23,080 management, we are talking about that. 46 00:04:23,080 --> 00:04:32,470 We are talking about how to optimize each of the phases of the life cycle of the application. 47 00:04:32,740 --> 00:04:33,250 Okay. 48 00:04:36,220 --> 00:04:45,370 In the next lesson, we are going to talk about a very important, uh, topic which is responsible AI 49 00:04:45,370 --> 00:04:47,770 or responsible artificial intelligence. 50 00:04:47,800 --> 00:04:57,550 This is not only important in the context of a society, you know, law and politics, but it is also 51 00:04:57,550 --> 00:05:03,670 important in the context of developing your own application and a. 52 00:05:05,810 --> 00:05:11,300 Consider some relevant things for your company and your reputation. 53 00:05:11,300 --> 00:05:14,270 So let's talk about that in the next lesson.