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MLX: Apple silicon Machine Learning - 03.Multi-Layer Perceptron(MLP)

5 minute read

Multi-Layer Perceptron(MLP) ๊ตฌํ˜„ MNIST ๋ฐ์ดํ„ฐ์…‹์„ ์ด์šฉํ•˜์—ฌ Multi-Layer Perceptron(MLP)์„ MLX์™€ CPU, GPU(MPS)๋ฅผ ์ด์šฉํ•ด ๊ตฌํ˜„ํ•˜๊ณ  ๋น„๊ตํ•ด๋ณด๋„๋ก ํ•˜๊ฒ ์Šต๋‹ˆ๋‹ค. (CPU์™€ MPS๋Š” Torch ์‚ฌ์šฉ) MLX๋ฅผ ์ด์šฉ...

MLX: Apple silicon Machine Learning - 02.Linear Regression

3 minute read

MLX: Linear Regression MLX๋ฅผ ์‚ฌ์šฉํ•˜์—ฌ ๊ฐ„๋‹จํ•œ Linear Regression ์˜ˆ์ œ๋ฅผ ๋Œ๋ ค๋ณด๋„๋ก ํ•˜๊ฒ ์Šต๋‹ˆ๋‹ค. ์ž„์˜์˜ ํ•จ์ˆ˜๋ฅผ ๋งŒ๋“ค์–ด ๋ฐ์ดํ„ฐ๋ฅผ ํ•ฉ์„ฑํ•˜๊ณ , ํ•ด๋‹น ๋ฐ์ดํ„ฐ๋ฅผ ์ด์šฉํ•ด ์—ญ์œผ๋กœ ๊ทผ์‚ฌ์น˜๋ฅผ ๊ตฌํ•˜๋Š” ์˜ˆ์ œ์ž…๋‹ˆ๋‹ค. ์šฐ์„  ๊ด€๋ จ ๋ชจ๋“ˆ์„ import ํ•˜๊ณ  h...

MLX: Apple silicon Machine Learning - 01.Quick Start Guide

2 minute read

MLX๋ž€? MLX๋Š” Apple silicon์—์„œ ๋จธ์‹ ๋Ÿฌ๋‹์„ ์ˆ˜ํ–‰ํ•˜๊ธฐ ์œ„ํ•ด ๋งŒ๋“ค์–ด์ง„ array framework์ž…๋‹ˆ๋‹ค. Apple silicon๋งŒ์˜ CPU์™€ GPU๋ฅผ ์‚ฌ์šฉํ•˜์—ฌ ๋ฒกํ„ฐ์™€ ๊ทธ๋ž˜ํ”„ ์—ฐ์‚ฐ ์†๋„๋ฅผ ํฌ๊ฒŒ ๋†’์ผ ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค. ์„ค์น˜ ์š”๊ตฌ ์‚ฌํ•ญ M ์‹œ๋ฆฌ...