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Apple MLX Tutorials

Apple MLX Tutorials

Apple Silicon์—์„œ MLX Swift ํ”„๋ ˆ์ž„์›Œํฌ๋ฅผ ๋ฐฐ์šฐ๋Š” ํŠœํ† ๋ฆฌ์–ผ ์•ฑ

์š”๊ตฌ์‚ฌํ•ญ

  • macOS 14.0+
  • Apple Silicon (M1/M2/M3/M4)

์„ค์น˜

Releases์—์„œ DMG ํŒŒ์ผ์„ ๋‹ค์šด๋กœ๋“œํ•˜์„ธ์š”.

ํŠœํ† ๋ฆฌ์–ผ ๋ชฉ์ฐจ

๊ธฐ๋ณธ (Chapter 1-5)

# ์ œ๋ชฉ ์„ค๋ช…
1 MLX ์†Œ๊ฐœ MLX ํ”„๋ ˆ์ž„์›Œํฌ ๊ฐœ์š”, Apple Silicon ์ตœ์ ํ™” ํŠน์ง•
2 ๋ฐฐ์—ด ๊ธฐ์ดˆ MLXArray ์ƒ์„ฑ, ์ธ๋ฑ์‹ฑ, ์Šฌ๋ผ์ด์‹ฑ
3 ๋ฐฐ์—ด ์—ฐ์‚ฐ ์ˆ˜ํ•™ ์—ฐ์‚ฐ, ๋ธŒ๋กœ๋“œ์บ์ŠคํŒ…, ํ–‰๋ ฌ ์—ฐ์‚ฐ
4 ๋””๋ฐ”์ด์Šค ๊ด€๋ฆฌ CPU/GPU ์„ ํƒ, ํ†ตํ•ฉ ๋ฉ”๋ชจ๋ฆฌ ํ™œ์šฉ
5 ์ž๋™ ๋ฏธ๋ถ„ grad ํ•จ์ˆ˜๋กœ ๊ทธ๋ž˜๋””์–ธํŠธ ๊ณ„์‚ฐ

์‹ ๊ฒฝ๋ง (Chapter 6-10)

# ์ œ๋ชฉ ์„ค๋ช…
6 ์‹ ๊ฒฝ๋ง ๊ธฐ์ดˆ MLXNN ๋ชจ๋“ˆ, Linear/Conv ๋ ˆ์ด์–ด
7 ํ™œ์„ฑํ™” & ์†์‹ค ํ•จ์ˆ˜ ReLU, Softmax, Cross-Entropy ๊ตฌํ˜„
8 ์˜ตํ‹ฐ๋งˆ์ด์ € SGD, Adam์œผ๋กœ ๋ชจ๋ธ ํ•™์Šต
9 ๋ชจ๋ธ ์ €์žฅ/๋กœ๋“œ safetensors ํ˜•์‹ ์‚ฌ์šฉ
10 MNIST ๋ถ„๋ฅ˜๊ธฐ ์†๊ธ€์”จ ์ˆซ์ž ์ธ์‹ ์‹ค์Šต

๊ณ ๊ธ‰ (Chapter 11-15)

# ์ œ๋ชฉ ์„ค๋ช…
11 LLM ํ…์ŠคํŠธ ์ƒ์„ฑ Llama, Qwen ๋“ฑ ๋Œ€ํ˜• ์–ธ์–ด ๋ชจ๋ธ ์‹คํ–‰
12 VLM ์ด๋ฏธ์ง€ ๋ถ„์„ ์ด๋ฏธ์ง€ ์—…๋กœ๋“œ ํ›„ AI ๋ถ„์„ (SmolVLM, Qwen2-VL)
13 LoRA ํŒŒ์ธํŠœ๋‹ ์ ์€ ํŒŒ๋ผ๋ฏธํ„ฐ๋กœ ๋ชจ๋ธ ์ปค์Šคํ„ฐ๋งˆ์ด์ง•
14 ์ด๋ฏธ์ง€ ์ƒ์„ฑ Stable Diffusion SDXL Turbo๋กœ ์ด๋ฏธ์ง€ ์ƒ์„ฑ
15 ์ƒํƒœ๊ณ„ mlx-community, Hugging Face ๋ฆฌ์†Œ์Šค

๊ฐœ๋ฐœ

brew install xcodegen
xcodegen generate
open AppleMLXTutorials.xcodeproj

๋งํฌ


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