WEBVTT 00:01.400 --> 00:02.960 What more is there to say, really? 00:02.990 --> 00:04.820 Tomorrow is the day for results. 00:04.850 --> 00:07.610 A day that very excited indeed about. 00:07.850 --> 00:08.570 Uh. 00:08.570 --> 00:15.920 But I will mention everything that you can do at this point generating text and code with frontier models 00:15.920 --> 00:22.550 and their APIs, open source models through hugging faces, various libraries, tools, assistance, 00:22.580 --> 00:23.420 rag. 00:23.540 --> 00:25.460 It's all part of your skill set. 00:25.550 --> 00:32.420 You can follow the five step strategy I went through to solve problems including curating data, building 00:32.420 --> 00:39.320 a baseline model, and fine tuning frontier model with example training sets in those jsonl the JSON 00:39.320 --> 00:48.530 lines files that we uploaded, and now and now you can run Q Laura fine tuning for open source models, 00:48.560 --> 00:52.250 including defining and selecting your hyperparameters. 00:52.250 --> 00:56.270 And then you can run training and you can monitor training. 00:56.270 --> 01:05.900 And a great joy it is to uh, so tomorrow, you will be able to run inference on a fine tuned model, 01:05.900 --> 01:10.340 which isn't as simple as it sounds, because you can't just load it in. 01:10.370 --> 01:15.710 You have to know how to load in the base model and apply these chullora weights on top of it. 01:15.890 --> 01:16.730 But it's not that difficult. 01:16.730 --> 01:17.810 But but it is. 01:17.840 --> 01:19.400 There are a couple of steps to it. 01:19.850 --> 01:23.480 Uh, and then, of course, we'll take a moment to look at the results. 01:23.630 --> 01:31.220 Um, but most importantly, at that point, you will be able to carry out the end to end process from 01:31.220 --> 01:37.760 first idea and thought and definition of the commercial problem through to having a trained model, 01:37.850 --> 01:45.050 uh, to build your own proprietary verticalized LLM to solve a business problem. 01:45.650 --> 01:50.450 And I was going to try and put a third bullet in there, because I've normally had three bullets against 01:50.450 --> 01:52.100 the what you'll be able to do tomorrow. 01:52.100 --> 01:57.320 But it seems to me like that second bullet is enough of a mic drop that it's like you don't need a third 01:57.320 --> 01:57.740 bullet. 01:57.740 --> 01:58.820 That's all you need. 01:58.820 --> 02:00.830 That second bullet, it says it all. 02:00.830 --> 02:02.150 That's what you're going to be able to do. 02:02.150 --> 02:03.560 And it's huge. 02:03.590 --> 02:04.520 I'll see you then.