Skip to content

๐Ÿงพืžืืžืจื™ื

ืžืืžืจื™ื ืขืœ ืขื•ืœื ื”-IT, ืชื›ื ื•ืช, ื˜ื›ื ื•ืœื•ื’ื™ื•ืช ื—ื“ืฉื•ืช, ืื•ื˜ื•ืžืฆื™ื” ื•ื—ืฉื™ื‘ื” ื“ื™ื’ื™ื˜ืœื™ืช

Contents ืกื•ืฃ ืกื•ืฃ: ืชืžื™ื›ื” ื‘-Markdown ื‘"ืคื ืงืก ืจืฉื™ืžื•ืช" ืฉืœ Windows 11 ื–ืžื™ื ื” ืœื›ื•ืœื ๐Ÿ‘ืกื•ืฃ ืกื•ืฃ: ืชืžื™ื›ื” ื‘-Markdown ื‘"ืคื ืงืก ืจืฉื™ืžื•ืช" ืฉืœ Windows 11 ื–ืžื™ื ื” ืœื›ื•ืœื ๐Ÿ‘ ื”ืชืžื™ื›ื” ื‘ืขื™ืฆื•ื‘ ื˜ืงืกื˜ ื‘ืชื—ื‘ื™ืจ Markdown ื‘"ืคื ืงืก ืจืฉื™ืžื•ืช" (Notepad) ื–ืžื™ื ื” ื›ืขืช ืœื›ืœ… Read More »

ื”-CIA ื—ื•ืฉืฃ ืขื•ื“ ืขืœ ืงืฉืจื™ื• ืขื ืœื™ ื”ืืจื•ื•ื™ ืื•ืกื•ื•ืœื“

ืžืกืžื›ื™ื ื—ื“ืฉื™ื ืžืจืื™ื ืฉืงืฆื™ืŸ ื”ื™ื“ื•ืข ืจืง ื‘ืฉื ื”ื•ื•ืืจื“ ื ื™ื”ืœ ืงื‘ื•ืฆื” ืงื•ื‘ื ื™ืช ืฉืงื™ื™ืžื” ืื™ื ื˜ืจืืงืฆื™ื” ืขื ืื•ืกื•ื•ืœื“ ื‘ื—ื•ื“ืฉื™ื ืฉืงื“ืžื• ืœื”ืชื ืงืฉื•ืช ื‘-JFK. washingtonpost.com ื‘ืืžืฆืขื•ืช ื˜ื•ื ื’'ืงืžืŸ ื™ื•ืœื™ 14, 2025 ื‘ืžืฉืš ื™ื•ืชืจ ืž-60 ืฉื ื”, ื”-CIA ื˜ืขืŸ ืฉื”ื™ื” ืœื• ื™ื“ืข ืžื•ืขื˜,… Read More »ื”-CIA ื—ื•ืฉืฃ ืขื•ื“ ืขืœ ืงืฉืจื™ื• ืขื ืœื™ ื”ืืจื•ื•ื™ ืื•ืกื•ื•ืœื“

ืžืคืขื ื—ื™ื ืืช ืกื™ื•ืžื•ืช ื”ืงื•ื•ื ื˜ื™ื–ืฆื™ื” ืฉืœ LLM: ืžื” ื‘ืืžืช ืื•ืžืจื™ื Q4_K_M, Q6_K ื•-Q8_0

Contents ืื™ืš ืœื”ื‘ื™ืŸ ืืช ื”ืกื™ื•ืžื•ืชืžืฉืงื•ืœื•ืช (Weights)ืงื™ื‘ื•ืฅ (K ื•-0)ื‘ืœื‘ื•ืœ ื”ืžื•ื“ืœ (Perplexity)KL Divergence (KLD)ื›ืžื” ื”ื‘ื”ืจื•ืช ืœืกื™ื•ื ื”ื™ื™!ื”ืชืœื‘ื˜ืชื ืคืขื ืื™ื–ื• ื’ืจืกื” ืžืงื•ื•ื ื˜ื–ืช (quantized) ืฉืœ LLM ืœื‘ื—ื•ืจ: Q4_K_M, Q6_K ืื• Q8_0? ืขื“ ื›ืžื” Q6_K ืคื—ื•ืช ื˜ื•ื‘ ื‘ืžืฉื™ืžื•ืช ื‘ื”ืฉื•ื•ืื” ืœ-Q8_0?… Read More »ืžืคืขื ื—ื™ื ืืช ืกื™ื•ืžื•ืช ื”ืงื•ื•ื ื˜ื™ื–ืฆื™ื” ืฉืœ LLM: ืžื” ื‘ืืžืช ืื•ืžืจื™ื Q4_K_M, Q6_K ื•-Q8_0

ื‘ืœื’ืŸ ื‘ืจืืฉ – ื‘ืœื’ืŸ ื‘ืงื•ื“

ืฉืžืช ืœื‘? ืจื‘ื™ื ืžืžื™ ืฉืจืง ื”ืชื—ื™ืœื• ืœืœืžื•ื“ ืชื›ื ื•ืช, ืฆื•ืœืœื™ื ืžื™ื“ ืœื“ื‘ืจื™ื ืžื•ืจื›ื‘ื™ื ื•ืžื ืกื™ื ืœืงืคื•ืฅ ืžืขืœ ื”ืคื•ืคื™ืง. ื”ืชืœื”ื‘ื• ืžืกื™ืคื•ืจื™ ื”ืฆืœื—ื”, ืคืชื—ื• IDE, ื—ื•ืฉื‘ื™ื: "ืขื›ืฉื™ื• ืื ื™ 'ืืฉื’ืจ' ืื™ื–ื” ืื™ื ืกื˜ื’ืจื/ื˜ืœื’ืจื ืžืฉืœื™."ื—ื•ืœืคื•ืช ื—ืžืฉ ื“ืงื•ืช โ€“ ื•ื‘ื’ื•ื’ืœ ื ืฉืœื—ืช ื”ืฉืืœื” ื”ืจืืฉื•ื ื”:… Read More »ื‘ืœื’ืŸ ื‘ืจืืฉ – ื‘ืœื’ืŸ ื‘ืงื•ื“

ื ืชื•ื ื™ื ืœืžื›ื™ืจื”: ืžื” ืงื•ืจื” ืœืžื™ื“ืข ืื—ืจื™ ื”ื“ืœื™ืคื”

ื“ืœื™ืคื•ืช ืžื™ื“ืข ื›ื‘ืจ ืžื–ืžืŸ ืœื ืžืคืชื™ืขื•ืช ืืฃ ืื—ื“. ื’ื ื‘ื™ืฉืจืืœ, ื—ื‘ืจื•ืช ืžืฉืงื™ืขื•ืช ืžื™ืœื™ื•ื ื™ื ื‘ืื‘ื˜ื—ื”, ืขื•ื‘ืจื•ืช ื‘ื“ื™ืงื•ืช ื—ื“ื™ืจื”, ืฉื•ื›ืจื•ืช ืฉื™ืจื•ืชื™ MSSP โ€” ืื‘ืœ ืžืกืคืจ ื”ืžืงืจื™ื ืจืง ื”ื•ืœืš ื•ื’ื“ืœ. ืžืกืคื™ืง ืœื”ื–ื›ื™ืจ ืืช ื“ืœื™ืคื•ืช ื”ืขื ืง ืฉืœ ืจืžื™ ืœื•ื™,… Read More »ื ืชื•ื ื™ื ืœืžื›ื™ืจื”: ืžื” ืงื•ืจื” ืœืžื™ื“ืข ืื—ืจื™ ื”ื“ืœื™ืคื”

๐Ÿงฉ ื“ืกืงืจื™ืคื˜ื•ืจื™ื ื‘ึพ Python: ืฉืœื™ื˜ื” ืžืชืงื“ืžืช ื‘ื’ื™ืฉื” ืœืื˜ืจื™ื‘ื•ื˜ื™ื

ื“ืกืงืจื™ืคื˜ื•ืจ ื”ื•ื ืื•ื‘ื™ื™ืงื˜ ืฉืžืืคืฉืจ ืœืš ืœืฉืœื•ื˜ ื‘ื’ื™ืฉื” ืœืื˜ืจื™ื‘ื•ื˜ื™ื ืฉืœ ืžื—ืœืงื” ื‘ืืžืฆืขื•ืช ื”ื’ื“ืจืช ืžืชื•ื“ื•ืช ืžื™ื•ื—ื“ื•ืช: __get__, __set__ ื•ึพ__delete__. ื‘ืืžืฆืขื•ืชื ื ื™ืชืŸ ืœื”ื•ืกื™ืฃ ืœื•ื’ื™ืงื” ืžื•ืชืืžืช ืื™ืฉื™ืช ื‘ืขืช ืงืจื™ืื”, ื›ืชื™ื‘ื” ืื• ืžื—ื™ืงื” ืฉืœ ืื˜ืจื™ื‘ื•ื˜. Contents ๐Ÿ”ง ืžืชื•ื“ื•ืช ื‘ืกื™ืกื™ื•ืช ื‘ืคืจื•ื˜ื•ืงื•ืœ… Read More »๐Ÿงฉ ื“ืกืงืจื™ืคื˜ื•ืจื™ื ื‘ึพ Python: ืฉืœื™ื˜ื” ืžืชืงื“ืžืช ื‘ื’ื™ืฉื” ืœืื˜ืจื™ื‘ื•ื˜ื™ื

ืฉืืœื•ืช ื“ื•ื’ืžื” ืœืจืื™ื•ืŸ ืขื‘ื•ื“ื”. ืคื™ื™ืชื•ืŸ

Contents ืคืจื™ืกื” ืฉืœ ืจืฆืคื™ื ื‘ืคื™ื™ืชื•ืŸ 2ื”ืกื‘ืจ:ืชื—ื‘ื™ืจ:ื”ืชื ื”ื’ื•ืช ื‘ืขืช ื—ืจื™ื’ื” ืžื’ื‘ื•ืœื•ืช:ืขื•ืชืง ืฉื˜ื—ื™:ื“ื•ื’ืžื”:ืกื™ื›ื•ื:๐Ÿ’ก ื˜ื™ืค ืฉื™ืžื•ืฉื™ ืœืคืจื™ืกื” ื‘ืคื™ื™ืชื•ืŸ:๐Ÿงฉ ื˜ื‘ืœืช ื“ื•ื’ืžื”: ืคืจื™ืกื” ืฉืœ ืจืฉื™ืžื”๐ŸŽฏ ื˜ื™ืค ืœืกื™ื•ื:ืคืจื™ืกื” ืฉืœ ืจืฆืคื™ื ื‘ืคื™ื™ืชื•ืŸ 2 ื”ืกื‘ืจ: ืคืจื™ืกื” (slicing) ื”ื™ื ื“ืจืš ืœืงื‘ืœ ืชืช-ืจืฆืฃ ืžืชื•ืš ืจืฆืฃ ืงื™ื™ื,… Read More »ืฉืืœื•ืช ื“ื•ื’ืžื” ืœืจืื™ื•ืŸ ืขื‘ื•ื“ื”. ืคื™ื™ืชื•ืŸ

ื‘ืขื™ื•ืช ืžื•ืจื›ื‘ื•ืช ื‘ืชื•ืจืช ื”ื”ืกืชื‘ืจื•ืช ืขื ืคืชืจื•ื ื•ืช ื‘ืคื™ื™ืชื•ืŸ

ืžื‘ื•ื ืชื•ืจืช ื”ื”ืกืชื‘ืจื•ืช ืžืžืœืืช ืชืคืงื™ื“ ืžืจื›ื–ื™ ื‘ืœืžื™ื“ืช ืžื›ื•ื ื”, ืกื˜ื˜ื™ืกื˜ื™ืงื” ื•ื ื™ืชื•ื— ื ืชื•ื ื™ื. ื‘ืžืืžืจ ื–ื” ื ื ืชื— 13 ื‘ืขื™ื•ืช ืงืœืืกื™ื•ืช ืขื ืžื™ืžื•ืฉื™ื ื‘ืคื™ื™ืชื•ืŸ, ื”ืžื“ื’ื™ืžื™ื ื›ื™ืฆื“ ืขืงืจื•ื ื•ืช ื”ืกืชื‘ืจื•ืชื™ื™ื ืžื™ื•ืฉืžื™ื ื‘ืคื•ืขืœ ื‘ืžื“ืขื™ ื”ืžื—ืฉื‘, ื ื™ืชื•ื— ื ืชื•ื ื™ื ื•-AI. Contents ื‘ืขื™ื” 1: ืงื™ืจื•ื‘… Read More »ื‘ืขื™ื•ืช ืžื•ืจื›ื‘ื•ืช ื‘ืชื•ืจืช ื”ื”ืกืชื‘ืจื•ืช ืขื ืคืชืจื•ื ื•ืช ื‘ืคื™ื™ืชื•ืŸ

ื›ื•ื•ื ื•ืŸ ืขื“ื™ืŸ (Fine Tuning)

ื›ื•ื•ื ื•ืŸ ืขื“ื™ืŸ (fine-tuning) ื™ืฉ ืœื‘ืฆืข ืœื "ื›ื›ืœ ื”ืืคืฉืจ", ืืœื ื›ืืฉืจ ื–ื” ืื›ืŸ ื”ื›ืจื—ื™ ื•ืžื•ืฆื“ืง ืžื ืงื•ื“ืช ืžื‘ื˜ ืฉืœ ื–ืžื™ื ื•ืช ื ืชื•ื ื™ื ื—ื“ืฉื™ื, ืฉื™ืคื•ืจ ืื™ื›ื•ืช ืฆืคื•ื™, ื•ืขืœื•ื™ื•ืช ืžืฉืื‘ื™ื (ื–ืžืŸ ื•ื›ืกืฃ). ื‘ืžืงื•ื ืœื‘ืฆืข ื›ื•ื•ื ื•ืŸ ืขื“ื™ืŸ ืชื›ื•ืฃ ืขืœ ื›ืžื•ื™ื•ืช ื ืชื•ื ื™ื… Read More »ื›ื•ื•ื ื•ืŸ ืขื“ื™ืŸ (Fine Tuning)

ื›ืœ ืžื” ืฉืฆืจื™ืš ืœื“ืขืช ืขืœ ื—ื™ืœื•ืง ื‘ืคื™ื™ืชื•ืŸ

ื ืจืื” ืคืฉื•ื˜, ืื‘ืœ ื–ื” ืœื ื‘ื“ื™ื•ืง ื›ืš ืžืืช: ืื™ื’ื•ืจ ืจื•ืกืœื™ืืงื•ื‘https://thecode.media/delenie-v-python/ ื”ื™ื•ื ื ื“ื‘ืจ ืขืœ ืื—ืช ื”ื™ื›ื•ืœื•ืช ื”ืžื•ื‘ื ื•ืช ื”ื‘ืกื™ืกื™ื•ืช ืฉืœ ืฉืคืช ืคื™ื™ืชื•ืŸ โ€“ ื—ื™ืœื•ืง. ื ื‘ื—ืŸ ืื™ืš, ืžื” ืžื•ืชืจ ื•ืืกื•ืจ ืœื—ืœืง, ื•ืื™ืœื• ืกื•ื’ื™ ื—ื™ืœื•ืง ืงื™ื™ืžื™ื ื‘ื›ืœืœ. ืžื™ื“ ื ื™ื–ื›ืจ… Read More »ื›ืœ ืžื” ืฉืฆืจื™ืš ืœื“ืขืช ืขืœ ื—ื™ืœื•ืง ื‘ืคื™ื™ืชื•ืŸ