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๐Ÿงพืžืืžืจื™ื

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

ื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

array.array

     array.array ื”ื•ื ื˜ื™ืคื•ืก ื ืชื•ื ื™ื ืžื™ื•ื—ื“ ื‘-Python, ื”ืžื™ื•ืขื“ ืœืื—ืกื•ืŸ ืจืฆืคื™ื ืฉืœ ืžืกืคืจื™ื ืžืื•ืชื• ื˜ื™ืคื•ืก. ื‘ื ื™ื’ื•ื“ ืœ-list, ืžืขืจื›ื™ array.array ืžืกืคืงื™ื ืฉื™ืžื•ืฉ ื™ืขื™ืœ ื™ื•ืชืจ ื‘ื–ื™ื›ืจื•ืŸ ื•ื‘ื™ืฆื•ืขื™ื ื’ื‘ื•ื”ื™ื ื™ื•ืชืจ ื‘ืขื‘ื•ื“ื” ืขื ื ืชื•ื ื™ื ืžืกืคืจื™ื™ื. ื‘ืžืืžืจ ื–ื” ื ื‘ื—ืŸ ืืช ื”ืžืงืจื™ื… Read More »array.array

ื–ืžืŸ ืคื•ืœื™ื ื•ืžื™ ืžื•ืœ ื–ืžืŸ ืืงืกืคื•ื ื ืฆื™ืืœื™

๐Ÿ“Š ืื™ืš ืืคืฉืจ ืœื“ืขืช ืื ืืœื’ื•ืจื™ืชื ื™ืขื™ืœ ื‘ืืžืช? ื”ื”ื‘ื“ืœ ื‘ื™ืŸ ื–ืžืŸ ืคื•ืœื™ื ื•ืžื™ ืœ-ื–ืžืŸ ืืงืกืคื•ื ื ืฆื™ืืœื™ ื”ื•ื ืงืจื™ื˜ื™ ืœื”ื‘ื ืช ืžื’ื‘ืœื•ืช ื›ื•ื— ื”ืžื—ืฉื•ื‘. ื‘ืžืืžืจ ื–ื” ื ืกื‘ื™ืจ ื‘ืฆื•ืจื” ื‘ืจื•ืจื” ืžื” ื”ื”ื‘ื“ืœื™ื, ื ื‘ื™ื ื“ื•ื’ืžืื•ืช ื ืคื•ืฆื•ืช, ื ืฆื™ื’ ื˜ื‘ืœืื•ืช ื”ืฉื•ื•ืื” ื•ื’ืจืฃ ื•ื™ื–ื•ืืœื™… Read More »ื–ืžืŸ ืคื•ืœื™ื ื•ืžื™ ืžื•ืœ ื–ืžืŸ ืืงืกืคื•ื ื ืฆื™ืืœื™

LangChain ื•-Browser-Use

ืžื“ืจื™ืš ื–ื” ืฆืขื“-ืื—ืจ-ืฆืขื“ ื™ืจืื” ืœื›ื ื›ื™ืฆื“ ืœื™ืฆื•ืจ ืกื•ื›ืŸ AI ื”ืžืกื•ื’ืœ ืœื—ืคืฉ ืžื™ื“ืข ื‘ื’ื•ื’ืœ ื•ืœื ืชื— ื“ืคื™ ืื™ื ื˜ืจื ื˜, ืชื•ืš ืฉื™ืžื•ืฉ ื‘-LangChain ื•ื‘-Browser-Use. ืจืืฉื™ืช, ื™ืฉ ืœื”ืชืงื™ืŸ ืืช ืกืคืจื™ื•ืช Python ื”ื ื“ืจืฉื•ืช. ืคืชื—ื• ืžืกื•ืฃ (terminal) ืื• ืฉื•ืจืช ืคืงื•ื“ื” (command prompt)… Read More »LangChain ื•-Browser-Use

MCP OpenAI

ื‘ื˜ื—, ื”ื ื” ื”ืชืจื’ื•ื ืœืขื‘ืจื™ืช ื‘ืžื‘ื ื” ืฉืœ ืคื•ืกื˜ ืœื‘ืœื•ื’: ืืคืฉืจ ืœืžื•ื“ืœื™ื ืœื”ืฉืชืžืฉ ื‘ืฉืจืชื™ MCP ืžืจื•ื—ืงื™ื ืœื‘ื™ืฆื•ืข ืžืฉื™ืžื•ืช. ืคืจื•ื˜ื•ืงื•ืœ ื”ืงืฉืจ ืžื•ื“ืœ (MCP – Model Context Protocol) ื”ื•ื ืคืจื•ื˜ื•ืงื•ืœ ืคืชื•ื— ืืฉืจ ืžื’ื“ื™ืจ ืกื˜ื ื“ืจื˜ ืœืื•ืคืŸ ืฉื‘ื• ื™ื™ืฉื•ืžื™ื ืžืกืคืงื™ื ื›ืœื™ื… Read More »MCP OpenAI

ื‘ื—ื™ืจืช ืกื’ื ื•ืŸ ืชื›ื ื•ืช ื ื›ื•ืŸ: ืื™ืš ื–ื” ื™ืฉื“ืจื’ ืืช ื”ืงื•ื“ ืฉืœื›ื

ืžื‘ื•ื ืขื•ืœื ื”ื ื“ืกืช ื”ืชื•ื›ื ื” ื ืฉืขืŸ ืขืœ ืžื’ื•ื•ืŸ ืจื—ื‘ ืฉืœ ืคืจื“ื™ื’ืžื•ืช ืชื›ื ื•ืช, ื”ืžืฉืžืฉื•ืช ื›ืžืกื’ืจื•ืช ืงื•ื ืกืคื˜ื•ืืœื™ื•ืช ืœืคื™ืชื•ื— ืžืขืจื›ื•ืช ืชื•ื›ื ื”. ื›ืœ ืคืจื“ื™ื’ืžื” ืžืฆื™ืขื” ื’ื™ืฉื” ื™ื™ื—ื•ื“ื™ืช ืœืืจื’ื•ืŸ ืงื•ื“, ืœื ื™ื”ื•ืœ ื ืชื•ื ื™ื ื•ืœื‘ืงืจืช ื–ืจื™ืžืช ื”ื‘ื™ืฆื•ืข. ื”ื‘ื ื” ืžืขืžื™ืงื” ืฉืœ ืคืจื“ื™ื’ืžื•ืช ืืœื•, ืขืœ… Read More »ื‘ื—ื™ืจืช ืกื’ื ื•ืŸ ืชื›ื ื•ืช ื ื›ื•ืŸ: ืื™ืš ื–ื” ื™ืฉื“ืจื’ ืืช ื”ืงื•ื“ ืฉืœื›ื

ืขื‘ื•ื“ื” ืขื ืกืคืจื™ื™ืช subprocess ื‘ืคื™ื™ืชื•ืŸ

Contents 1. ืžื‘ื•ื2. ืคื•ื ืงืฆื™ื•ืช ื•ืžื—ืœืงื•ืช ืขื™ืงืจื™ื•ืช3. ืืจื’ื•ืžื ื˜ื™ื ืžืจื›ื–ื™ื™ื ืฉืœ ื”ืคื•ื ืงืฆื™ื•ืช run() ื•-Popen()4. ืขื‘ื•ื“ื” ืขื ืชื•ืฆืื•ืช ื•ืฉื’ื™ืื•ืช5. ืชืจื—ื™ืฉื™ ืฉื™ืžื•ืฉ ืžืชืงื“ืžื™ื6. ืื‘ื˜ื—ื” ื•ืคืจืงื˜ื™ืงื•ืช ืžื•ืžืœืฆื•ืช7. ื“ื•ื’ืžืื•ืช ืžืขืฉื™ื•ืช8. ืกื™ื›ื•ื ื•ืžืงื•ืจื•ืช ืžื™ื“ืข ืฉื™ืžื•ืฉื™ื™ื 1. ืžื‘ื•ื ืžื”ื• subprocess ื•ืœืžื” ื”ื•ื ื ื—ื•ืฅ?… Read More »ืขื‘ื•ื“ื” ืขื ืกืคืจื™ื™ืช subprocess ื‘ืคื™ื™ืชื•ืŸ