WEBVTT 00:00.350 --> 00:02.270 I really hope you've enjoyed this week. 00:02.270 --> 00:03.800 We've got tons done. 00:03.800 --> 00:10.190 We've experimented with all sorts of new techniques and models, and hopefully you've learned a ton 00:10.190 --> 00:11.120 through it all. 00:11.270 --> 00:17.660 Uh, at this point, not only can you code frontier models, including AI assistants, not only can 00:17.660 --> 00:24.770 you choose the right model for your project backed by metrics from leaderboards arenas, but also you 00:24.770 --> 00:30.980 can use frontier and open source models to generate code and as an extra little tool to to add to your 00:30.980 --> 00:31.640 tool belt. 00:31.670 --> 00:41.750 You are also able to deploy models as inference endpoints using Hugging Face's inference endpoint functionality. 00:41.750 --> 00:45.470 So congratulations on all of these skills. 00:45.620 --> 00:51.440 Uh, and uh, perhaps, like me, you're slightly disappointed that open source didn't quite measure 00:51.440 --> 00:54.080 up, but it did a fine job. 00:54.080 --> 00:55.280 We had great fun with it. 00:55.280 --> 01:02.690 And for many tasks of optimizing Python to C plus plus, you would find that Codex would do great. 01:02.750 --> 01:10.250 Um, but when it comes down to it, uh, putting a 7 billion parameter model up against a much more 01:10.280 --> 01:17.810 than 1.76 trillion parameter model, that was GPT four and GPT four and Claude 3.5 sonnet are considered 01:17.810 --> 01:19.070 to be much bigger. 01:19.070 --> 01:22.880 Uh, so it wasn't a particularly fair match. 01:22.880 --> 01:28.580 And in the circumstances, I think Codex did very well indeed. 01:28.640 --> 01:34.940 Next time you're going to be comparing open source and closed source models, performance, talking 01:34.940 --> 01:42.710 about different commercial use cases for code generation, and being able to build solutions that use 01:42.710 --> 01:46.760 this kind of code generation technique for all sorts of tasks. 01:46.760 --> 01:47.840 Uh, looking forward to it. 01:47.840 --> 01:48.710 I'll see you then.