WEBVTT X-TIMESTAMP-MAP=LOCAL:00:00:00.000,MPEGTS:144533 1 00:00:02.000 --> 00:00:05.000 Congratulations on making it to the end of this short course. 2 00:00:05.300 --> 00:00:08.633 In the short course, you tried your hands at different variants of linear 3 00:00:08.633 --> 00:00:12.300 quantization methods and implemented them from scratch using PyTorch. 4 00:00:12.800 --> 00:00:16.900 You also built a quantizer to quantize any model in eight-bit precision. 5 00:00:17.200 --> 00:00:20.100 Finally, you learned about some important challenges 6 00:00:20.100 --> 00:00:23.200 when it comes to quantization, such as weights packing. 7 00:00:23.400 --> 00:00:27.333 And you implemented the packing and unpacking algorithm by hand. 8 00:00:27.933 --> 00:00:31.100 We encourage you to explore other quantization methods 9 00:00:31.100 --> 00:00:33.400 available on the Hugging Face transformers. 10 00:00:33.400 --> 00:00:36.200 And we hope this course will give you all the tools you need 11 00:00:36.200 --> 00:00:39.200 to get started with quantizing any model. 12 00:00:39.400 --> 00:00:43.133 And if you find this course helpful, maybe you can even share it with your friends.