"ᠬᠢᠮᠡᠯ ᠣᠶᠤᠨ"-ны өөр хувилбарууд
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17-р мөр: | 17-р мөр: | ||
ᠲᠧᠻᠨᠣᠯᠣᠭᠢ ᠶᠢᠨ ᠶᠢᠷᠲᠢᠨᠴᠦ ᠳᠦ ᠻᠣᠮᠫᠠᠨᠢ ᠨᠤᠭᠤᠳ ᠬᠢᠮᠡᠯ ᠣᠶᠤᠨ ᠤ ᠫᠷᠣᠭ᠌ᠷᠠᠮ ᠬᠠᠩᠭᠠᠮᠵᠢ ᠶᠢᠨ ᠬᠥᠭᠵᠢᠯ ᠦᠨ ᠬᠤᠷᠳᠤᠴᠠ ᠲᠠᠢ ᠨᠡᠶ᠋ᠢᠴᠡᠭᠰᠡᠨ ᠲᠣᠭᠠᠴᠠᠭᠠᠯᠠᠯ ᠤᠨ ᠵᠠᠭᠪᠤᠷ ᠪᠦᠲᠦᠭᠡᠬᠦ ᠪᠡᠷ ᠰᠢᠷᠭᠠᠭᠤ ᠠᠵᠢᠯᠯᠠᠵᠤ ᠪᠠᠶ᠋ᠢᠨᠠ᠃ Google ᠻᠣᠮᠫᠠᠨᠢ GPU (ᠭᠷᠠᠹᠢᠻ<sup>graphic</sup> ᠪᠣᠯᠪᠠᠰᠤᠷᠠᠭᠤᠯᠬᠤ ᠨᠢᠭᠡᠴᠡ) ᠍ ᠡᠴᠡ 15 ᠳᠠᠬᠢᠨ ᠬᠤᠷᠳᠤᠨ ᠭᠡᠭᠳᠡᠬᠦ TPU (tensor ᠪᠣᠯᠪᠠᠰᠤᠷᠠᠭᠤᠯᠬᠤ ᠨᠢᠭᠡᠴᠡ) ᠢ ᠭᠠᠷᠭᠠᠯᠠ᠃ | ᠲᠧᠻᠨᠣᠯᠣᠭᠢ ᠶᠢᠨ ᠶᠢᠷᠲᠢᠨᠴᠦ ᠳᠦ ᠻᠣᠮᠫᠠᠨᠢ ᠨᠤᠭᠤᠳ ᠬᠢᠮᠡᠯ ᠣᠶᠤᠨ ᠤ ᠫᠷᠣᠭ᠌ᠷᠠᠮ ᠬᠠᠩᠭᠠᠮᠵᠢ ᠶᠢᠨ ᠬᠥᠭᠵᠢᠯ ᠦᠨ ᠬᠤᠷᠳᠤᠴᠠ ᠲᠠᠢ ᠨᠡᠶ᠋ᠢᠴᠡᠭᠰᠡᠨ ᠲᠣᠭᠠᠴᠠᠭᠠᠯᠠᠯ ᠤᠨ ᠵᠠᠭᠪᠤᠷ ᠪᠦᠲᠦᠭᠡᠬᠦ ᠪᠡᠷ ᠰᠢᠷᠭᠠᠭᠤ ᠠᠵᠢᠯᠯᠠᠵᠤ ᠪᠠᠶ᠋ᠢᠨᠠ᠃ Google ᠻᠣᠮᠫᠠᠨᠢ GPU (ᠭᠷᠠᠹᠢᠻ<sup>graphic</sup> ᠪᠣᠯᠪᠠᠰᠤᠷᠠᠭᠤᠯᠬᠤ ᠨᠢᠭᠡᠴᠡ) ᠍ ᠡᠴᠡ 15 ᠳᠠᠬᠢᠨ ᠬᠤᠷᠳᠤᠨ ᠭᠡᠭᠳᠡᠬᠦ TPU (tensor ᠪᠣᠯᠪᠠᠰᠤᠷᠠᠭᠤᠯᠬᠤ ᠨᠢᠭᠡᠴᠡ) ᠢ ᠭᠠᠷᠭᠠᠯᠠ᠃ | ||
IBM ᠻᠣᠮᠫᠠᠨᠢ Watson ᠬᠡᠮᠡᠬᠦ ᠰᠦᠫᠧᠷᠻᠣᠮᠫᠢᠶᠦ᠋ᠲ᠋ᠧᠷ ᠢᠢᠡᠨ<sup>supercomputer</sup> ᠳᠡᠮᠵᠢᠬᠦ ᠻᠸᠠᠨ᠍ᠲ ᠲᠣᠭᠠᠴᠠᠭᠠᠯᠠᠬᠤ ᠰᠢᠰᠲ᠋ᠧᠮ ᠬᠥᠭᠵᠢᠭᠦᠯᠦᠨ ᠠᠵᠢᠯᠯᠠᠵᠤ ᠪᠠᠶ᠋ᠢᠨᠠ᠃ ᠮᠥᠨ ᠡᠭᠦᠯᠡᠨ ᠬᠠᠳᠠᠭᠠᠯᠠᠬᠤ ᠰᠠᠩ ᠬᠥᠭᠵᠢᠵᠦ᠂ ᠻᠣᠮᠫᠢᠶᠦ᠋ᠲ᠋ᠧᠷ ᠦᠨ ᠬᠦᠴᠦ ᠴᠢᠳᠠᠯ ᠡᠷᠡᠰ ᠨᠡᠮᠡᠭᠳᠡᠭᠰᠡᠨ᠃ ᠡᠳᠡᠭᠡᠷ ᠤᠬᠠᠭᠠᠯᠢᠭ ᠲᠥᠬᠥᠭᠡᠷᠦᠮᠵᠢ ᠪᠣᠯᠤᠨ ᠫᠷᠣᠭ᠌ᠷᠠᠮ ᠤᠳ ᠡᠭᠦᠯᠡᠨ ᠳᠦ ᠬᠣᠯᠪᠣᠭᠳᠣᠰᠣᠨ ᠢᠢᠠᠷ ᠨᠡᠩ ᠶᠡᠬᠡ ᠬᠡᠮᠵᠢᠶᠡᠨ ᠦ ᠥᠭᠭᠥᠭᠳᠡᠯ ᠬᠠᠳᠠᠭᠠᠯᠠᠬᠤ ᠶᠢᠨ ᠵᠡᠷᠭᠡᠴᠡᠭᠡ ᠬᠠᠷᠢᠯᠴᠠᠨ ᠬᠣᠯᠪᠣᠭᠳᠠᠵᠤ᠂ ᠬᠠᠷᠢᠯᠴᠠᠨ ᠰᠤᠷᠤᠯᠴᠠᠬᠤ ᠪᠣᠯᠤᠮᠵᠢ ᠪᠥᠷᠢᠳᠴᠦ ᠪᠠᠶ᠋ᠢᠨᠠ᠃<br> | IBM ᠻᠣᠮᠫᠠᠨᠢ Watson ᠬᠡᠮᠡᠬᠦ ᠰᠦᠫᠧᠷᠻᠣᠮᠫᠢᠶᠦ᠋ᠲ᠋ᠧᠷ ᠢᠢᠡᠨ<sup>supercomputer</sup> ᠳᠡᠮᠵᠢᠬᠦ [[ᠻᠸᠠᠨ᠍ᠲ ᠤᠨ ᠲᠣᠭᠠᠴᠠᠯᠠᠯ|ᠻᠸᠠᠨ᠍ᠲ ᠲᠣᠭᠠᠴᠠᠭᠠᠯᠠᠬᠤ]] ᠰᠢᠰᠲ᠋ᠧᠮ ᠬᠥᠭᠵᠢᠭᠦᠯᠦᠨ ᠠᠵᠢᠯᠯᠠᠵᠤ ᠪᠠᠶ᠋ᠢᠨᠠ᠃ ᠮᠥᠨ [[ᠡᠭᠦᠯᠡ|ᠡᠭᠦᠯᠡᠨ]] ᠬᠠᠳᠠᠭᠠᠯᠠᠬᠤ ᠰᠠᠩ ᠬᠥᠭᠵᠢᠵᠦ᠂ ᠻᠣᠮᠫᠢᠶᠦ᠋ᠲ᠋ᠧᠷ ᠦᠨ ᠬᠦᠴᠦ ᠴᠢᠳᠠᠯ ᠡᠷᠡᠰ ᠨᠡᠮᠡᠭᠳᠡᠭᠰᠡᠨ᠃ ᠡᠳᠡᠭᠡᠷ ᠤᠬᠠᠭᠠᠯᠢᠭ ᠲᠥᠬᠥᠭᠡᠷᠦᠮᠵᠢ ᠪᠣᠯᠤᠨ ᠫᠷᠣᠭ᠌ᠷᠠᠮ ᠤᠳ ᠡᠭᠦᠯᠡᠨ ᠳᠦ ᠬᠣᠯᠪᠣᠭᠳᠣᠰᠣᠨ ᠢᠢᠠᠷ ᠨᠡᠩ ᠶᠡᠬᠡ ᠬᠡᠮᠵᠢᠶᠡᠨ ᠦ ᠥᠭᠭᠥᠭᠳᠡᠯ ᠬᠠᠳᠠᠭᠠᠯᠠᠬᠤ ᠶᠢᠨ ᠵᠡᠷᠭᠡᠴᠡᠭᠡ ᠬᠠᠷᠢᠯᠴᠠᠨ ᠬᠣᠯᠪᠣᠭᠳᠠᠵᠤ᠂ ᠬᠠᠷᠢᠯᠴᠠᠨ ᠰᠤᠷᠤᠯᠴᠠᠬᠤ ᠪᠣᠯᠤᠮᠵᠢ ᠪᠥᠷᠢᠳᠴᠦ ᠪᠠᠶ᠋ᠢᠨᠠ᠃<br> | ||
'''ᠲᠣᠭᠠᠨ (digital) ᠥᠭᠭᠥᠭᠳᠡᠯ ᠡᠻᠰᠫᠣᠨᠧᠨᠼᠢᠶᠠᠯ'''<sup>exponential</sup> '''ᠬᠤᠷᠳᠤ ᠪᠠᠷ ᠥᠷᠭᠡᠵᠢᠵᠦ ᠪᠠᠶ᠋ᠢᠨᠠ᠃''' | '''ᠲᠣᠭᠠᠨ (digital) ᠥᠭᠭᠥᠭᠳᠡᠯ ᠡᠻᠰᠫᠣᠨᠧᠨᠼᠢᠶᠠᠯ'''<sup>exponential</sup> '''ᠬᠤᠷᠳᠤ ᠪᠠᠷ ᠥᠷᠭᠡᠵᠢᠵᠦ ᠪᠠᠶ᠋ᠢᠨᠠ᠃''' | ||
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ᠡᠨᠡ ᠪᠣᠯ [[ᠶᠡᠬᠡ ᠥᠭᠭᠦᠭᠳᠡᠯ]] ᠶᠤᠮ᠃ ᠡᠳᠦᠷ ᠪᠦᠷᠢ ᠰᠢᠨᠡ ᠠᠫᠫᠯᠢᠻᠧᠢᠢᠱᠨ<sup>application</sup>᠂ ᠫᠷᠣᠼᠧᠰᠰ ᠤᠳ<sup>process</sup> ᠪᠤᠢ ᠪᠣᠯᠵᠤ ᠪᠠᠶ᠋ᠢᠭᠠ ᠲᠠᠢ ᠤᠶᠠᠯᠳᠤᠨ ᠥᠭᠭᠥᠭᠳᠡᠯ ᠳᠠᠮᠵᠢᠭᠤᠯᠬᠤ ᠮᠡᠳᠡᠷᠡᠭᠴᠢ᠂ ᠰᠢᠰᠲ᠋ᠧᠮ᠂ ᠲᠥᠬᠥᠭᠡᠷᠦᠮᠵᠢ ᠤᠯᠠᠮ ᠪᠦᠷ ᠣᠯᠠᠨ ᠪᠣᠯᠵᠤ ᠪᠠᠶ᠋ᠢᠨᠠ᠃ ᠡᠨᠡᠬᠦ ᠶᠡᠬᠡ ᠥᠭᠭᠥᠭᠳᠡᠯ ᠦᠨ ᠶᠡᠬᠡᠩᠬᠢ ᠨᠢ ᠭᠡᠷᠡᠯ ᠵᠢᠷᠤᠭ ᠪᠦᠷᠢᠳᠦᠭᠦᠯᠦᠭᠴᠢ ᠲᠣᠭᠠᠨ ᠥᠭᠭᠥᠭᠳᠡᠯ ᠭᠡᠬᠦᠴᠢᠯᠡᠨ ᠪᠦᠲᠦᠴᠡ ᠦᠭᠡᠢ ᠬᠡᠯᠪᠡᠷᠢ ᠪᠡᠷ ᠪᠠᠶ᠋ᠢᠳᠠᠭ ᠠᠭᠠᠳ ᠴᠡᠭᠴᠡᠯᠡᠬᠦ᠂ ᠳ᠋ᠦᠩ ᠰᠢᠨᠵᠢᠯᠡᠭᠡ ᠬᠢᠬᠦ ᠳᠦ ᠨᠡᠩ ᠶᠠᠷᠪᠢᠭᠲᠠᠢ ᠪᠠᠶ᠋ᠢᠳᠠᠭ᠃ | ᠡᠨᠡ ᠪᠣᠯ [[ᠶᠡᠬᠡ ᠥᠭᠭᠦᠭᠳᠡᠯ]] ᠶᠤᠮ᠃ ᠡᠳᠦᠷ ᠪᠦᠷᠢ ᠰᠢᠨᠡ ᠠᠫᠫᠯᠢᠻᠧᠢᠢᠱᠨ<sup>application</sup>᠂ ᠫᠷᠣᠼᠧᠰᠰ ᠤᠳ<sup>process</sup> ᠪᠤᠢ ᠪᠣᠯᠵᠤ ᠪᠠᠶ᠋ᠢᠭᠠ ᠲᠠᠢ ᠤᠶᠠᠯᠳᠤᠨ ᠥᠭᠭᠥᠭᠳᠡᠯ ᠳᠠᠮᠵᠢᠭᠤᠯᠬᠤ ᠮᠡᠳᠡᠷᠡᠭᠴᠢ᠂ ᠰᠢᠰᠲ᠋ᠧᠮ᠂ ᠲᠥᠬᠥᠭᠡᠷᠦᠮᠵᠢ ᠤᠯᠠᠮ ᠪᠦᠷ ᠣᠯᠠᠨ ᠪᠣᠯᠵᠤ ᠪᠠᠶ᠋ᠢᠨᠠ᠃ ᠡᠨᠡᠬᠦ ᠶᠡᠬᠡ ᠥᠭᠭᠥᠭᠳᠡᠯ ᠦᠨ ᠶᠡᠬᠡᠩᠬᠢ ᠨᠢ ᠭᠡᠷᠡᠯ ᠵᠢᠷᠤᠭ ᠪᠦᠷᠢᠳᠦᠭᠦᠯᠦᠭᠴᠢ [[Хоёртын тооллын систем|ᠲᠣᠭᠠᠨ]] ᠥᠭᠭᠥᠭᠳᠡᠯ ᠭᠡᠬᠦᠴᠢᠯᠡᠨ ᠪᠦᠲᠦᠴᠡ ᠦᠭᠡᠢ ᠬᠡᠯᠪᠡᠷᠢ ᠪᠡᠷ ᠪᠠᠶ᠋ᠢᠳᠠᠭ ᠠᠭᠠᠳ ᠴᠡᠭᠴᠡᠯᠡᠬᠦ᠂ ᠳ᠋ᠦᠩ ᠰᠢᠨᠵᠢᠯᠡᠭᠡ ᠬᠢᠬᠦ ᠳᠦ ᠨᠡᠩ ᠶᠠᠷᠪᠢᠭᠲᠠᠢ ᠪᠠᠶ᠋ᠢᠳᠠᠭ᠃ | ||
'''ᠠᠯᠭ᠌ᠣᠷᠢᠲ᠋ᠮ ᠤᠳ ᠲᠡᠭᠦᠯᠳᠡᠷᠵᠢᠭᠰᠡᠨ᠃'''<br> | '''ᠠᠯᠭ᠌ᠣᠷᠢᠲ᠋ᠮ ᠤᠳ ᠲᠡᠭᠦᠯᠳᠡᠷᠵᠢᠭᠰᠡᠨ᠃'''<br> | ||
27-р мөр: | 27-р мөр: | ||
ᠮᠠᠱᠢᠨ ᠰᠤᠷᠤᠯᠴᠠᠬᠤᠢ᠂ ᠭᠦᠨ ᠰᠤᠷᠤᠯᠴᠠᠬᠤᠢ ᠶᠢᠨ ᠠᠬᠢᠴᠠ ᠳᠡᠪᠰᠢᠯ ᠲᠧᠻᠨᠣᠯᠣᠭᠢ ᠶᠢᠨ ᠰᠠᠯᠪᠤᠷᠢ ᠪᠦᠷᠢ ᠳᠦ ᠫᠠᠷᠠᠳ᠋ᠢᠭ᠌ᠮ ᠤᠨ ᠰᠢᠯᠵᠢᠯᠲᠡ ᠠᠪᠴᠢᠷᠠᠵᠤ ᠪᠠᠶ᠋ᠢᠨᠠ᠃<ref name=":3" /><br> | ᠮᠠᠱᠢᠨ ᠰᠤᠷᠤᠯᠴᠠᠬᠤᠢ᠂ ᠭᠦᠨ ᠰᠤᠷᠤᠯᠴᠠᠬᠤᠢ ᠶᠢᠨ ᠠᠬᠢᠴᠠ ᠳᠡᠪᠰᠢᠯ ᠲᠧᠻᠨᠣᠯᠣᠭᠢ ᠶᠢᠨ ᠰᠠᠯᠪᠤᠷᠢ ᠪᠦᠷᠢ ᠳᠦ ᠫᠠᠷᠠᠳ᠋ᠢᠭ᠌ᠮ ᠤᠨ ᠰᠢᠯᠵᠢᠯᠲᠡ ᠠᠪᠴᠢᠷᠠᠵᠤ ᠪᠠᠶ᠋ᠢᠨᠠ᠃<ref name=":3" /><br> | ||
'''ᠮᠠᠱᠢᠨ ᠰᠤᠷᠤᠯᠴᠠᠬᠤᠢ''' (machine learning) ᠨᠢ ᠬᠢᠮᠡᠯ ᠣᠶᠤᠨ ᠤ ᠠᠷᠭᠠ ᠤᠳ ᠤᠨ ᠨᠢᠭᠡᠨ ᠠᠢ ᠶᠤᠮ᠃ ᠡᠨᠡ ᠠᠷᠭᠠ ᠨᠢ ᠠᠰᠠᠭᠤᠳᠠᠯ ᠢ ᠰᠢᠭᠤᠳ ᠰᠢᠢᠳᠪᠦᠷᠢᠯᠡᠬᠦ᠂ ᠪᠣᠳᠣᠯᠭᠠ ᠶᠢ ᠰᠢᠭᠤᠳ ᠪᠣᠳᠣᠬᠤ ᠪᠢᠰᠢ᠂ ᠬᠠᠷᠢᠨ ᠲᠥᠰᠲᠡᠢ ᠣᠯᠠᠨ ᠪᠣᠳᠣᠯᠭᠠ᠂ ᠠᠰᠠᠭᠤᠳᠠᠯ ᠤᠨ ᠰᠢᠢᠳᠦᠯ ᠦᠳ ᠢ ᠲᠦᠰᠢᠭᠯᠡᠨ ᠰᠤᠷᠤᠯᠴᠠᠬᠤ ᠳᠤ ᠣᠷᠣᠰᠢᠨᠠ᠃ ᠡᠶ᠋ᠢᠮᠦ ᠠᠷᠭᠠ ᠨᠤᠭᠤᠳ ᠢ ᠪᠣᠯᠪᠠᠰᠤᠷᠠᠭᠤᠯᠬᠤ ᠳᠤ ᠪᠠᠨ ᠮᠠᠲ᠋ᠾᠧᠮᠠᠲ᠋ᠢᠻ ᠰᠲ᠋ᠠᠲ᠋ᠢᠰᠲ᠋ᠢᠻ ᠤᠨ<sup>statistics</sup> ᠠᠷᠭᠠ ᠨᠤᠭᠤᠳ᠂ ᠲᠣᠭᠠᠨ ᠤ ᠪᠣᠯᠤᠨ ᠮᠠᠲ᠋ᠾᠧᠮᠠᠲ᠋ᠢᠻ ᠠᠨᠠᠯᠢᠽ ᠶᠢᠨ<sup>analysis</sup> ᠠᠷᠭᠠ ᠨᠤᠭᠤᠳ᠂ ᠣᠨᠣᠪᠴᠢᠯᠠᠯ ᠤᠨ ᠠᠷᠭᠠ ᠨᠤᠭᠤᠳ᠂ ᠮᠠᠭᠠᠳᠯᠠᠯ ᠤᠨ ᠣᠨᠣᠯ᠂ ᠭᠷᠠᠹ ᠤᠳ ᠤᠨ ᠣᠨᠣᠯ᠂ ᠲᠣᠭᠠᠨ (digital) ᠬᠡᠯᠪᠡᠷᠢ ᠲᠡᠢ ᠥᠭᠭᠥᠭᠳᠡᠯ ᠲᠡᠢ ᠠᠵᠢᠯᠯᠠᠬᠤ ᠶᠠᠩᠵᠤ ᠪᠦᠷᠢ ᠶᠢᠨ ᠠᠷᠭᠠᠴᠢᠯᠠᠯ ᠢ ᠠᠰᠢᠭᠯᠠᠳᠠᠭ᠃<br> | '''ᠮᠠᠱᠢᠨ ᠰᠤᠷᠤᠯᠴᠠᠬᠤᠢ''' (machine learning) ᠨᠢ ᠬᠢᠮᠡᠯ ᠣᠶᠤᠨ ᠤ ᠠᠷᠭᠠ ᠤᠳ ᠤᠨ ᠨᠢᠭᠡᠨ ᠠᠢ ᠶᠤᠮ᠃ ᠡᠨᠡ ᠠᠷᠭᠠ ᠨᠢ ᠠᠰᠠᠭᠤᠳᠠᠯ ᠢ ᠰᠢᠭᠤᠳ ᠰᠢᠢᠳᠪᠦᠷᠢᠯᠡᠬᠦ᠂ ᠪᠣᠳᠣᠯᠭᠠ ᠶᠢ ᠰᠢᠭᠤᠳ ᠪᠣᠳᠣᠬᠤ ᠪᠢᠰᠢ᠂ ᠬᠠᠷᠢᠨ ᠲᠥᠰᠲᠡᠢ ᠣᠯᠠᠨ ᠪᠣᠳᠣᠯᠭᠠ᠂ ᠠᠰᠠᠭᠤᠳᠠᠯ ᠤᠨ ᠰᠢᠢᠳᠦᠯ ᠦᠳ ᠢ ᠲᠦᠰᠢᠭᠯᠡᠨ ᠰᠤᠷᠤᠯᠴᠠᠬᠤ ᠳᠤ ᠣᠷᠣᠰᠢᠨᠠ᠃ ᠡᠶ᠋ᠢᠮᠦ ᠠᠷᠭᠠ ᠨᠤᠭᠤᠳ ᠢ ᠪᠣᠯᠪᠠᠰᠤᠷᠠᠭᠤᠯᠬᠤ ᠳᠤ ᠪᠠᠨ ᠮᠠᠲ᠋ᠾᠧᠮᠠᠲ᠋ᠢᠻ ᠰᠲ᠋ᠠᠲ᠋ᠢᠰᠲ᠋ᠢᠻ ᠤᠨ<sup>statistics</sup> ᠠᠷᠭᠠ ᠨᠤᠭᠤᠳ᠂ ᠲᠣᠭᠠᠨ ᠤ ᠪᠣᠯᠤᠨ ᠮᠠᠲ᠋ᠾᠧᠮᠠᠲ᠋ᠢᠻ ᠠᠨᠠᠯᠢᠽ ᠶᠢᠨ<sup>analysis</sup> ᠠᠷᠭᠠ ᠨᠤᠭᠤᠳ᠂ ᠣᠨᠣᠪᠴᠢᠯᠠᠯ ᠤᠨ ᠠᠷᠭᠠ ᠨᠤᠭᠤᠳ᠂ ᠮᠠᠭᠠᠳᠯᠠᠯ ᠤᠨ ᠣᠨᠣᠯ᠂ ᠭᠷᠠᠹ ᠤᠳ ᠤᠨ ᠣᠨᠣᠯ᠂ ᠲᠣᠭᠠᠨ (digital) ᠬᠡᠯᠪᠡᠷᠢ ᠲᠡᠢ ᠥᠭᠭᠥᠭᠳᠡᠯ ᠲᠡᠢ ᠠᠵᠢᠯᠯᠠᠬᠤ ᠶᠠᠩᠵᠤ ᠪᠦᠷᠢ ᠶᠢᠨ ᠠᠷᠭᠠᠴᠢᠯᠠᠯ ᠢ ᠠᠰᠢᠭᠯᠠᠳᠠᠭ᠃<br> | ||
'''ᠭᠦᠨ ᠰᠤᠷᠤᠯᠴᠠᠬᠤᠢ''' (deep learning) ᠨᠢ ᠮᠠᠱᠢᠨ ᠰᠤᠷᠤᠯᠴᠠᠬᠤᠢ ᠶᠢᠨ ᠠᠷᠭᠠ ᠤᠳ ᠤᠨ ᠴᠣᠭᠴᠠ ᠪᠥᠭᠡᠳ ᠲᠣᠳᠣᠷᠬᠠᠢ ᠠᠰᠠᠭᠤᠳᠠᠯ ᠢ ᠰᠢᠢᠳᠪᠦᠷᠢᠯᠡᠬᠦ ᠠᠯᠭ᠌ᠣᠷᠢᠲ᠋ᠮ ᠤᠳ ᠲᠤ ᠪᠤᠰᠤ ᠬᠠᠷᠢᠨ ᠲᠥᠯᠦᠭᠡᠯᠡᠭᠦᠯᠦᠨ ᠲᠥᠰᠥᠭᠡᠯᠡᠬᠦ ᠳᠦ ᠰᠤᠷᠤᠯᠴᠠᠬᠤ ᠳᠤ ᠲᠦᠰᠢᠭᠯᠡᠳᠡᠭ᠃ ᠰᠤᠷᠤᠯᠴᠠᠬᠤ ᠶᠠᠪᠤᠴᠠ ᠨᠢ ᠪᠠᠭᠰᠢ ᠲᠠᠢ᠂ ᠵᠠᠷᠢᠮ ᠬᠡᠰᠡᠭ ᠲᠦ ᠪᠡᠨ ᠪᠠᠭᠰᠢ ᠲᠠᠢ᠂ ᠪᠠᠭᠰᠢ ᠦᠭᠡᠢ᠂ ᠮᠥᠨ ᠪᠠᠲᠤᠳᠬᠠᠬᠤ ᠠᠵᠢᠯᠯᠠᠭᠠ ᠲᠠᠢ ᠶᠠᠪᠤᠭᠳᠠᠵᠤ ᠪᠣᠯᠤᠨᠠ᠃ ᠭᠦᠨ ᠰᠤᠷᠤᠯᠴᠠᠬᠤᠢ ᠨᠢ ᠮᠡᠳᠡᠷᠡᠯ ᠦᠨ | '''ᠭᠦᠨ ᠰᠤᠷᠤᠯᠴᠠᠬᠤᠢ''' (deep learning) ᠨᠢ ᠮᠠᠱᠢᠨ ᠰᠤᠷᠤᠯᠴᠠᠬᠤᠢ ᠶᠢᠨ ᠠᠷᠭᠠ ᠤᠳ ᠤᠨ ᠴᠣᠭᠴᠠ ᠪᠥᠭᠡᠳ ᠲᠣᠳᠣᠷᠬᠠᠢ ᠠᠰᠠᠭᠤᠳᠠᠯ ᠢ ᠰᠢᠢᠳᠪᠦᠷᠢᠯᠡᠬᠦ ᠠᠯᠭ᠌ᠣᠷᠢᠲ᠋ᠮ ᠤᠳ ᠲᠤ ᠪᠤᠰᠤ ᠬᠠᠷᠢᠨ ᠲᠥᠯᠦᠭᠡᠯᠡᠭᠦᠯᠦᠨ ᠲᠥᠰᠥᠭᠡᠯᠡᠬᠦ ᠳᠦ ᠰᠤᠷᠤᠯᠴᠠᠬᠤ ᠳᠤ ᠲᠦᠰᠢᠭᠯᠡᠳᠡᠭ᠃ ᠰᠤᠷᠤᠯᠴᠠᠬᠤ ᠶᠠᠪᠤᠴᠠ ᠨᠢ ᠪᠠᠭᠰᠢ ᠲᠠᠢ᠂ ᠵᠠᠷᠢᠮ ᠬᠡᠰᠡᠭ ᠲᠦ ᠪᠡᠨ ᠪᠠᠭᠰᠢ ᠲᠠᠢ᠂ ᠪᠠᠭᠰᠢ ᠦᠭᠡᠢ᠂ ᠮᠥᠨ ᠪᠠᠲᠤᠳᠬᠠᠬᠤ ᠠᠵᠢᠯᠯᠠᠭᠠ ᠲᠠᠢ ᠶᠠᠪᠤᠭᠳᠠᠵᠤ ᠪᠣᠯᠤᠨᠠ᠃ ᠭᠦᠨ ᠰᠤᠷᠤᠯᠴᠠᠬᠤᠢ ᠨᠢ ᠮᠡᠳᠡᠷᠡᠯ ᠦᠨ ᠵᠢᠶᠡᠨ ᠳᠦ ᠰᠠᠭᠤᠷᠢᠯᠠᠳᠠᠭ᠃<br> | ||
'''ᠮᠡᠳᠡᠷᠡᠯ ᠦᠨ ᠰᠦᠯᠵᠢᠶᠡ''' (neural network) ᠨᠢ ᠪᠢᠣᠯᠣᠭᠢ ᠶᠢᠨ ᠮᠡᠳᠡᠷᠡᠯ ᠦᠨ ᠰᠦᠯᠵᠢᠶᠡ᠃ ᠬᠢᠮᠡᠯ ᠮᠡᠳᠡᠷᠡᠯ ᠦᠨ ᠰᠦᠯᠵᠢᠶᠡ ᠨᠢ ᠬᠢᠮᠡᠯ ᠮᠡᠳᠡᠷᠡᠯ ᠨᠧᠦᠷᠣᠨ<sup>neuron</sup>᠂ ᠵᠠᠩᠭᠢᠯᠠᠭᠠ ᠨᠤᠭᠤᠳ ᠠᠴᠠ ᠪᠥᠷᠢᠳᠦᠨᠡ᠃<ref>J.J.Hopfield (1982). Neural networks and physical systems with emergent collective computational abilities. Proc. Natl. Acad. Sci. USA</ref> | '''ᠮᠡᠳᠡᠷᠡᠯ ᠦᠨ ᠰᠦᠯᠵᠢᠶᠡ''' (neural network) ᠨᠢ ᠪᠢᠣᠯᠣᠭᠢ ᠶᠢᠨ ᠮᠡᠳᠡᠷᠡᠯ ᠦᠨ ᠰᠦᠯᠵᠢᠶᠡ᠃ ᠬᠢᠮᠡᠯ ᠮᠡᠳᠡᠷᠡᠯ ᠦᠨ ᠰᠦᠯᠵᠢᠶᠡ ᠨᠢ ᠬᠢᠮᠡᠯ ᠮᠡᠳᠡᠷᠡᠯ ᠨᠧᠦᠷᠣᠨ<sup>neuron</sup>᠂ ᠵᠠᠩᠭᠢᠯᠠᠭᠠ ᠨᠤᠭᠤᠳ ᠠᠴᠠ ᠪᠥᠷᠢᠳᠦᠨᠡ᠃<ref>J.J.Hopfield (1982). Neural networks and physical systems with emergent collective computational abilities. Proc. Natl. Acad. Sci. USA</ref> | ||
ᠮᠡᠳᠡᠷᠡᠯ ᠦᠨ ᠰᠦᠯᠵᠢᠶᠡ ᠬᠦᠮᠦᠨ᠂ ᠠᠮᠢᠲᠠᠨ ᠤ ᠲᠠᠷᠢᠬᠢᠨ ᠤ ᠪᠦᠲᠦᠴᠡ ᠪᠣᠯᠬᠤ ᠪᠢᠣᠯᠣᠭᠢ ᠶᠢᠨ ᠮᠡᠳᠡᠷᠡᠯ ᠦᠨ | ᠮᠡᠳᠡᠷᠡᠯ ᠦᠨ ᠰᠦᠯᠵᠢᠶᠡ ᠬᠦᠮᠦᠨ᠂ ᠠᠮᠢᠲᠠᠨ ᠤ ᠲᠠᠷᠢᠬᠢᠨ ᠤ ᠪᠦᠲᠦᠴᠡ ᠪᠣᠯᠬᠤ ᠪᠢᠣᠯᠣᠭᠢ ᠶᠢᠨ ᠮᠡᠳᠡᠷᠡᠯ ᠦᠨ ᠰᠦᠯᠶᠡᠨ ᠦ ᠵᠠᠷᠴᠢᠮ ᠳᠤ ᠰᠠᠭᠤᠷᠢᠯᠠᠭᠰᠠᠨ ᠲᠣᠭᠠᠴᠠᠭᠠᠯᠠᠯ ᠤᠨ ᠰᠢᠰᠲ᠋ᠧᠮ ᠶᠤᠮ᠃ ᠡᠶ᠋ᠢᠮᠦ ᠰᠢᠰᠲ᠋ᠧᠮ ᠲᠣᠳᠣᠷᠬᠠᠢ ᠠᠰᠠᠭᠤᠳᠠᠯ ᠢ ᠰᠢᠢᠳᠪᠦᠷᠢᠯᠡᠬᠦ ᠫᠷᠣᠭ᠌ᠷᠠᠮᠴᠢᠯᠠᠯ ᠬᠡᠷᠡᠭᠯᠡᠬᠦ ᠦᠭᠡᠢ ᠪᠡᠷ ᠠᠯᠢᠪᠠ ᠠᠵᠢᠯ ᠡᠭᠦᠷᠭᠡ ᠶᠢ ᠭᠦᠢᠴᠡᠳᠭᠡᠬᠦ ᠳᠦ ᠰᠤᠷᠤᠯᠴᠠᠳᠠᠭ᠃ | ||
ᠬᠢᠮᠡᠯ ᠣᠶᠤᠨ ᠳᠤ ᠲᠤᠰᠬᠠᠶ᠋ᠢᠯᠠᠨ ᠵᠣᠷᠢᠭᠤᠯᠤᠭᠳᠠᠭᠰᠠᠨ Lisp᠂ Prolog᠂ TensorFlow ᠭᠡᠬᠦ ᠵᠡᠷᠭᠡ ᠮᠠᠰᠢ ᠣᠯᠠᠨ ᠫᠷᠣᠭ᠌ᠷᠠᠮᠴᠢᠯᠠᠯ ᠤᠨ ᠬᠡᠯᠡ ᠪᠦᠲᠦᠭᠡᠭᠳᠡᠭᠰᠡᠨ᠃ ᠬᠢᠮᠡᠯ ᠣᠶᠤᠨ ᠳᠤ ᠵᠣᠷᠢᠭᠤᠯᠤᠭᠰᠠᠨ ᠲᠧᠻᠨᠢᠭ ᠬᠠᠩᠭᠠᠮᠵᠢ ᠠᠴᠠ ᠬᠢᠮᠡᠯ ᠣᠶᠤᠨ ᠬᠤᠷᠳᠤᠰᠬᠠᠭᠤᠷ (AI accelerator)᠂ ᠮᠡᠳᠡᠷᠡᠯ ᠦᠨ ᠪᠦᠲᠦᠴᠡ ᠲᠡᠢ ᠲᠣᠭᠠᠴᠠᠭᠠᠯᠠᠯ (neuromorphic computing) ᠵᠡᠷᠭᠡ ᠶᠢ ᠳᠤᠷᠠᠳᠴᠤ ᠪᠣᠯᠤᠨᠠ᠃ | ᠬᠢᠮᠡᠯ ᠣᠶᠤᠨ ᠳᠤ ᠲᠤᠰᠬᠠᠶ᠋ᠢᠯᠠᠨ ᠵᠣᠷᠢᠭᠤᠯᠤᠭᠳᠠᠭᠰᠠᠨ Lisp᠂ Prolog᠂ TensorFlow ᠭᠡᠬᠦ ᠵᠡᠷᠭᠡ ᠮᠠᠰᠢ ᠣᠯᠠᠨ ᠫᠷᠣᠭ᠌ᠷᠠᠮᠴᠢᠯᠠᠯ ᠤᠨ ᠬᠡᠯᠡ ᠪᠦᠲᠦᠭᠡᠭᠳᠡᠭᠰᠡᠨ᠃ ᠬᠢᠮᠡᠯ ᠣᠶᠤᠨ ᠳᠤ ᠵᠣᠷᠢᠭᠤᠯᠤᠭᠰᠠᠨ ᠲᠧᠻᠨᠢᠭ ᠬᠠᠩᠭᠠᠮᠵᠢ ᠠᠴᠠ ᠬᠢᠮᠡᠯ ᠣᠶᠤᠨ ᠬᠤᠷᠳᠤᠰᠬᠠᠭᠤᠷ (AI accelerator)᠂ ᠮᠡᠳᠡᠷᠡᠯ ᠦᠨ ᠪᠦᠲᠦᠴᠡ ᠲᠡᠢ ᠲᠣᠭᠠᠴᠠᠭᠠᠯᠠᠯ (neuromorphic computing) ᠵᠡᠷᠭᠡ ᠶᠢ ᠳᠤᠷᠠᠳᠴᠤ ᠪᠣᠯᠤᠨᠠ᠃ | ||
73-р мөр: | 73-р мөр: | ||
=== ᠥᠪᠡᠷ ᠢ ᠪᠡᠨ ᠮᠡᠳᠡᠮᠰᠡᠷᠯᠡᠭᠴᠢ === | === ᠥᠪᠡᠷ ᠢ ᠪᠡᠨ ᠮᠡᠳᠡᠮᠰᠡᠷᠯᠡᠭᠴᠢ === | ||
ᠬᠢᠮᠡᠯ ᠣᠶᠤᠨ ᠤ ᠬᠠᠮᠤᠭ ᠤᠨ ᠳᠡᠪᠰᠢᠯᠲᠡᠲᠦ ᠲᠥᠷᠥᠯ ᠪᠣᠯ ᠥᠪᠡᠷ ᠢ ᠪᠡᠨ ᠮᠡᠳᠡᠮᠰᠡᠷᠯᠡᠭᠴᠢ (Self Aware) ᠬᠢᠮᠡᠯ ᠣᠶᠤᠨ ᠶᠤᠮ᠃ ᠲᠥᠬᠥᠭᠡᠷᠦᠮᠵᠢ ᠨᠤᠭᠦᠳ ᠥᠪᠡᠷᠰᠡᠳ ᠦᠨ ᠰᠡᠳᠬᠢᠯ ᠳᠣᠭᠳᠣᠯᠤᠯ ᠪᠣᠯᠤᠨ ᠣᠷᠴᠢᠨ ᠤ ᠪᠠᠨ ᠪᠣᠳᠠᠭᠠᠯᠢ ᠨᠤᠭᠤᠳ ᠤᠨ ᠰᠡᠳᠬᠢᠯ ᠬᠥᠳᠡᠯᠦᠯ ᠢ ᠮᠡᠳᠡᠷᠡᠳᠡᠭ ᠪᠣᠯᠤᠭᠰᠠᠨ ᠢᠢᠠᠷ ᠬᠦᠮᠦᠨ ᠲᠡᠢ ᠲᠥᠰ ᠲᠡᠢ ᠤᠬᠠᠮᠰᠠᠷ᠂ ᠣᠶᠤᠨ ᠤᠬᠠᠭᠠᠨ ᠲᠠᠢ ᠪᠣᠯᠤᠨᠠ᠃ ᠡᠨᠡ ᠲᠥᠷᠥᠯ ᠦᠨ ᠬᠢᠮᠡᠯ ᠣᠶᠤᠨ ᠨᠢ ᠬᠦᠰᠡᠯ᠂ ᠬᠡᠷᠡᠭᠴᠡᠭᠡ᠂ ᠰᠡᠳᠬᠢᠯ ᠬᠥᠳᠡᠯᠦᠯ ᠲᠡᠢ ᠪᠠᠢᠢᠬᠤ ᠪᠣᠯᠤᠨᠠ᠃ | ᠬᠢᠮᠡᠯ ᠣᠶᠤᠨ ᠤ ᠬᠠᠮᠤᠭ ᠤᠨ ᠳᠡᠪᠰᠢᠯᠲᠡᠲᠦ ᠲᠥᠷᠥᠯ ᠪᠣᠯ ᠥᠪᠡᠷ ᠢ ᠪᠡᠨ [[Мэдэмсэр|ᠮᠡᠳᠡᠮᠰᠡᠷᠯᠡᠭᠴᠢ]] (Self Aware) ᠬᠢᠮᠡᠯ ᠣᠶᠤᠨ ᠶᠤᠮ᠃ ᠲᠥᠬᠥᠭᠡᠷᠦᠮᠵᠢ ᠨᠤᠭᠦᠳ ᠥᠪᠡᠷᠰᠡᠳ ᠦᠨ ᠰᠡᠳᠬᠢᠯ ᠳᠣᠭᠳᠣᠯᠤᠯ ᠪᠣᠯᠤᠨ ᠣᠷᠴᠢᠨ ᠤ ᠪᠠᠨ ᠪᠣᠳᠠᠭᠠᠯᠢ ᠨᠤᠭᠤᠳ ᠤᠨ ᠰᠡᠳᠬᠢᠯ ᠬᠥᠳᠡᠯᠦᠯ ᠢ ᠮᠡᠳᠡᠷᠡᠳᠡᠭ ᠪᠣᠯᠤᠭᠰᠠᠨ ᠢᠢᠠᠷ ᠬᠦᠮᠦᠨ ᠲᠡᠢ ᠲᠥᠰ ᠲᠡᠢ ᠤᠬᠠᠮᠰᠠᠷ᠂ ᠣᠶᠤᠨ ᠤᠬᠠᠭᠠᠨ ᠲᠠᠢ ᠪᠣᠯᠤᠨᠠ᠃ ᠡᠨᠡ ᠲᠥᠷᠥᠯ ᠦᠨ ᠬᠢᠮᠡᠯ ᠣᠶᠤᠨ ᠨᠢ ᠬᠦᠰᠡᠯ᠂ ᠬᠡᠷᠡᠭᠴᠡᠭᠡ᠂ ᠰᠡᠳᠬᠢᠯ ᠬᠥᠳᠡᠯᠦᠯ ᠲᠡᠢ ᠪᠠᠢᠢᠬᠤ ᠪᠣᠯᠤᠨᠠ᠃ | ||
ᠡᠨᠡ ᠲᠥᠷᠥᠯ ᠦᠨ ᠬᠢᠮᠡᠯ ᠣᠶᠤᠨ ᠲᠠᠢ ᠲᠥᠬᠥᠭᠡᠷᠦᠮᠵᠢ ᠨᠢ ᠥᠪᠡᠷ ᠦᠨ ᠳᠣᠲᠣᠭᠠᠳᠤ ᠰᠡᠳᠬᠢᠯ ᠬᠥᠳᠡᠯᠦᠯ᠂ ᠰᠡᠳᠬᠢᠴᠡ ᠶᠢᠨ ᠲᠥᠯᠥᠪ ᠪᠠᠶ᠋ᠢᠳᠠᠯ ᠢ ᠤᠬᠠᠮᠰᠠᠷᠯᠠᠳᠠᠭ ᠪᠠᠶ᠋ᠢᠬᠤ ᠪᠣᠯᠤᠨᠠ᠃ ᠥᠪᠡᠷ ᠢ ᠪᠡᠨ ᠮᠡᠳᠡᠮᠰᠡᠷᠯᠡᠬᠦ ᠬᠢᠮᠡᠯ ᠣᠶᠤᠨ ᠨᠢ ᠪᠤᠰᠤᠳ ᠲᠥᠷᠥᠯ ᠦᠨ ᠬᠢᠮᠡᠯ ᠣᠶᠤᠨ ᠤ ᠬᠤᠪᠢ ᠳᠤ ᠪᠣᠯᠤᠮᠵᠢ ᠦᠭᠡᠢ ᠰᠡᠳᠬᠢᠯᠭᠡ ᠲᠡᠢ ᠪᠠᠶ᠋ᠢᠨᠠ ("ᠨᠢᠭᠡ ᠡᠲᠡᠭᠡᠳ ᠮᠢᠨᠦ ᠵᠠᠮ ᠢ ᠬᠥᠨᠳᠡᠯᠢᠰᠴᠦ ᠤᠷᠳᠤᠭᠤᠷ ᠳᠠᠭᠠᠷᠢᠭᠰᠠᠨ ᠳᠤ ᠮᠢᠨᠦ ᠠᠭᠤᠷ ᠬᠦᠷᠦᠭᠡᠳ ᠪᠠᠢᠢᠨᠠ" ᠭᠡᠬᠦ ᠮᠡᠲᠦ)᠃ | ᠡᠨᠡ ᠲᠥᠷᠥᠯ ᠦᠨ ᠬᠢᠮᠡᠯ ᠣᠶᠤᠨ ᠲᠠᠢ ᠲᠥᠬᠥᠭᠡᠷᠦᠮᠵᠢ ᠨᠢ ᠥᠪᠡᠷ ᠦᠨ ᠳᠣᠲᠣᠭᠠᠳᠤ ᠰᠡᠳᠬᠢᠯ ᠬᠥᠳᠡᠯᠦᠯ᠂ ᠰᠡᠳᠬᠢᠴᠡ ᠶᠢᠨ ᠲᠥᠯᠥᠪ ᠪᠠᠶ᠋ᠢᠳᠠᠯ ᠢ ᠤᠬᠠᠮᠰᠠᠷᠯᠠᠳᠠᠭ ᠪᠠᠶ᠋ᠢᠬᠤ ᠪᠣᠯᠤᠨᠠ᠃ ᠥᠪᠡᠷ ᠢ ᠪᠡᠨ ᠮᠡᠳᠡᠮᠰᠡᠷᠯᠡᠬᠦ ᠬᠢᠮᠡᠯ ᠣᠶᠤᠨ ᠨᠢ ᠪᠤᠰᠤᠳ ᠲᠥᠷᠥᠯ ᠦᠨ ᠬᠢᠮᠡᠯ ᠣᠶᠤᠨ ᠤ ᠬᠤᠪᠢ ᠳᠤ ᠪᠣᠯᠤᠮᠵᠢ ᠦᠭᠡᠢ ᠰᠡᠳᠬᠢᠯᠭᠡ ᠲᠡᠢ ᠪᠠᠶ᠋ᠢᠨᠠ ("ᠨᠢᠭᠡ ᠡᠲᠡᠭᠡᠳ ᠮᠢᠨᠦ ᠵᠠᠮ ᠢ ᠬᠥᠨᠳᠡᠯᠢᠰᠴᠦ ᠤᠷᠳᠤᠭᠤᠷ ᠳᠠᠭᠠᠷᠢᠭᠰᠠᠨ ᠳᠤ ᠮᠢᠨᠦ ᠠᠭᠤᠷ ᠬᠦᠷᠦᠭᠡᠳ ᠪᠠᠢᠢᠨᠠ" ᠭᠡᠬᠦ ᠮᠡᠲᠦ)᠃ | ||
ᠪᠢᠳᠡ ᠡᠶ᠋ᠢᠮᠦ ᠲᠥᠷᠥᠯ ᠦᠨ ᠪᠣᠯᠪᠠᠰᠤᠷᠠᠩᠭᠤᠢ ᠬᠢᠮᠡᠯ ᠣᠶᠤᠨ ᠢ ᠬᠠᠷᠠᠬᠠᠨ ᠬᠥᠭᠵᠢᠭᠦᠯᠦᠭᠡᠳᠦᠢ᠂ ᠲᠡᠶ᠋ᠢᠮᠦ ᠲᠦᠪᠰᠢᠨ ᠦ ᠬᠢᠮᠡᠯ ᠣᠶᠤᠨ ᠢ ᠳᠡᠮᠵᠢᠬᠦ ᠲᠧᠻᠨᠢᠭ ᠬᠠᠩᠭᠠᠮᠵᠢ᠂ ᠠᠯᠭ᠌ᠣᠷᠢᠲ᠋ᠮ ᠣᠳᠣ ᠪᠠᠷ ᠪᠦᠲᠦᠭᠡᠭᠳᠡᠭᠡᠳᠦᠢ ᠪᠠᠶ᠋ᠢᠨᠠ᠃<ref name=":4" /> | ᠪᠢᠳᠡ ᠡᠶ᠋ᠢᠮᠦ ᠲᠥᠷᠥᠯ ᠦᠨ ᠪᠣᠯᠪᠠᠰᠤᠷᠠᠩᠭᠤᠢ ᠬᠢᠮᠡᠯ ᠣᠶᠤᠨ ᠢ ᠬᠠᠷᠠᠬᠠᠨ ᠬᠥᠭᠵᠢᠭᠦᠯᠦᠭᠡᠳᠦᠢ᠂ ᠲᠡᠶ᠋ᠢᠮᠦ ᠲᠦᠪᠰᠢᠨ ᠦ ᠬᠢᠮᠡᠯ ᠣᠶᠤᠨ ᠢ ᠳᠡᠮᠵᠢᠬᠦ ᠲᠧᠻᠨᠢᠭ ᠬᠠᠩᠭᠠᠮᠵᠢ᠂ ᠠᠯᠭ᠌ᠣᠷᠢᠲ᠋ᠮ ᠣᠳᠣ ᠪᠠᠷ ᠪᠦᠲᠦᠭᠡᠭᠳᠡᠭᠡᠳᠦᠢ ᠪᠠᠶ᠋ᠢᠨᠠ᠃<ref name=":4" /> |