WEBVTT 00:00.650 --> 00:08.030 I'm so happy to welcome you to week four, day four on our journey to LLM Engineering and Mastery. 00:08.180 --> 00:12.620 Here we are looking again at Code Generation. 00:12.620 --> 00:19.190 We had tons of fun last time generating code using frontier models, using what ended up being a very 00:19.190 --> 00:26.150 sharp UI to allow us to try out different kinds of puzzles and see the startling performance improvement 00:26.150 --> 00:31.040 that Claude was able to generate for us winning the day in our competition. 00:31.040 --> 00:39.380 What was it more than 60,000 times faster when it reinterpreted the problem and applied Shannon's algorithm? 00:39.770 --> 00:42.740 So today we're moving to open source. 00:42.740 --> 00:45.860 You're going to be able to use open source models for coding. 00:45.860 --> 00:50.690 We're going to use something called hugging face endpoints, which is another feature of hugging Face 00:50.690 --> 00:56.900 that lets you deploy models and run them in the cloud privately for you for inference purposes. 00:57.170 --> 01:02.960 So it's another great feature of the fabulous resource that is hugging face. 01:03.230 --> 01:10.490 And we're going to build a solution that uses open source LMS along with frontier LMS to generate code. 01:10.520 --> 01:11.720 Let's see. 01:12.800 --> 01:15.260 First, quick reminder of the challenge. 01:15.290 --> 01:16.250 I'm sure you remember it. 01:16.280 --> 01:21.980 We're building a product that is able to convert C plus, Plus or Python code into high performance 01:22.010 --> 01:23.330 C plus plus code. 01:23.600 --> 01:32.450 And we used GPT four and Claude last time, uh, the Pi program ran 100 times faster. 01:32.750 --> 01:39.950 Um, GPT four optimized the code at least, uh, when it when it ran, it was able to do it with a speed 01:39.980 --> 01:40.490 up. 01:40.490 --> 01:45.110 Uh, Claude rewrote the algorithm for more than 60,000 times. 01:45.110 --> 01:46.550 Performance improvement. 01:46.550 --> 01:48.350 Fantastic. 01:48.380 --> 01:55.640 Now the time has come to see how open source measures up against the beasts that are the frontier models. 01:55.670 --> 01:57.050 Let's have a try. 01:57.080 --> 01:58.820 See you in a second.