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\u20171?\u32461?LLM\u22312?\u25991?\u26412?\u29983?\u25104?\u12289?\u32763?\u-29743?\u12289?\u-27154?\u31572?\u31995?\u32479?\u12289?\u25991?\u26412?\u25688?\u-30335?\u31561?\u26041?\u-26782?\u30340?\u24212?\u29992?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u20027?\u-30335?\u30340?LLM\u26550?\u26500?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 GPT\u-248?Generative Pretrained Transformer\u-247?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 GPT2\u21644?GPT3\u30340?\u21306?\u21035?\u19982?\u24212?\u29992?\u23454?\u20363?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 BERT\u-248?Bidirectional Encoder Representations from Transformers\u-247?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 BERT\u30340?\u21452?\u21521?\u32534?\u30721?\u22120?\u26550?\u26500?\u21450?\u20854?\u22312?\u-32278?\u28982?\u-29715?\u-30208?\u29702?\u-30237?\u20219?\u21153?\u20013?\u30340?\u24212?\u29992?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u20854?\u20182?\u30693?\u21517?\u26550?\u26500?\u-248?\u22914?T5\u12289?RoBERTa\u31561?\u-247?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2.3 \u31616?\u-30335?\u20171?\u32461?\u-28711?\u20123?\u27169?\u22411?\u30340?\u29305?\u28857?\u19982?\u24212?\u29992?\u22330?\u26223?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2.4\u23454?\u20363?\u23637?\u31034?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u20351?\u29992?\u-26492?\u-29779?\u32451?\u27169?\u22411?\u29983?\u25104?\u25991?\u26412?\u-248?\u22914?GPT3\u-247?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u29616?\u22330?\u28436?\u31034?\u22914?\u20309?\u20351?\u29992?OpenAI\u30340?GPT3 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3.2\u29615?\u22659?\u25645?\u24314?\u19982?\u-28339?\u32622?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 Jupyter Notebook\u23433?\u-30523?\u19982?\u-28339?\u32622?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u23433?\u-30523?Anaconda\u25110?\u30452?\u25509?\u23433?\u-30523?Jupyter Notebook\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-28339?\u32622?\u-31142?\u25311?\u29615?\u22659?\u20197?\u20415?\u-26988?\u31163?\u-26503?\u30446?\u20381?\u-29354?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u30456?\u20851?\u24211?\u30340?\u23433?\u-30523?\u-248?\u22914?`transformers`, `datasets`, `scikitlearn`\u-247?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u20351?\u29992?pip\u23433?\u-30523?\u25152?\u-26880?\u30340?Python\u24211?\u-244?\u24182?\u30830?\u20445?\u29615?\u22659?\u-28339?\u32622?\u27491?\u30830?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3.3\u23454?\u-29195?\u25805?\u20316?\u-230?\u29615?\u22659?\u-28339?\u32622?\u21644?\u27979?\u-29739?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-28720?\u-30644?\u19968?\u20010?\u31616?\u21333?\u30340?\u-26492?\u-29779?\u32451?\u27169?\u22411?\u31034?\u20363?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u21152?\u-28803?\u24182?\u-28720?\u-30644?\u19968?\u20010?\u31616?\u21333?\u30340?\u-26492?\u-29779?\u32451?\u27169?\u22411?\u-248?\u22914?DistilBERT\u-247?\u-244?\u30830?\u20445?\u29615?\u22659?\u-28339?\u32622?\u26080?\u-29713?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u19979?\u21320?\u-230?\u25968?\u25454?\u22788?\u29702?\u19982?\u-32278?\u21160?\u25171?\u26631?\u31614?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4. \u25968?\u25454?\u-26492?\u22788?\u29702?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4.1\u25968?\u25454?\u25910?\u-26938?\u19982?\u28165?\u27927?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u20174?\u30005?\u21830?\u31995?\u32479?\u23548?\u20986?\u20135?\u21697?\u25968?\u25454?\u21644?\u25991?\u31456?\u25968?\u25454?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u20171?\u32461?\u22914?\u20309?\u-28646?\u-28729?API\u25110?\u25968?\u25454?\u24211?\u23548?\u20986?\u30005?\u21830?\u25968?\u25454?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4.2 \u25968?\u25454?\u28165?\u27927?\u21644?\u22788?\u29702?\u-248?\u21435?\u-28211?\u12289?\u21435?\u22122?\u12289?\u22635?\u-30619?\u32570?\u22833?\u20540?\u31561?\u-247?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u20351?\u29992?Pandas\u-28709?\u-30644?\u25968?\u25454?\u28165?\u27927?\u25805?\u20316?\u-244?\u23637?\u31034?\u20855?\u20307?\u20195?\u30721?\u23454?\u20363?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4.3\u25968?\u25454?\u26684?\u24335?\u19982?\u23384?\u20648?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u24120?\u-30271?\u25968?\u25454?\u26684?\u24335?\u-248?JSON\u12289?CSV\u12289?SQL\u31561?\u-247?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-29774?\u-30237?\u27599?\u31181?\u26684?\u24335?\u30340?\u20248?\u32570?\u28857?\u21450?\u20854?\u-28670?\u29992?\u22330?\u26223?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4.4\u25968?\u25454?\u24211?\u30340?\u20351?\u29992?\u19982?\u31649?\u29702?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u20351?\u29992?SQLite\u25110?\u20854?\u20182?\u25968?\u25454?\u24211?\u-28709?\u-30644?\u25968?\u25454?\u23384?\u20648?\u19982?\u31649?\u29702?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4.5\u25968?\u25454?\u22788?\u29702?\u24037?\u20855?\u19982?\u26041?\u27861?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 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\u20351?\u29992?Pandas\u21152?\u-28803?\u24182?\u22788?\u29702?\u25968?\u25454?\u-26938?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u29616?\u22330?\u25805?\u20316?\u-244?\u23637?\u31034?\u22914?\u20309?\u29992?Pandas\u21152?\u-28803?CSV\u25991?\u20214?\u24182?\u-28709?\u-30644?\u25968?\u25454?\u22788?\u29702?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u31616?\u21333?\u30340?\u25968?\u25454?\u28165?\u27927?\u19982?\u-28820?\u25442?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u23454?\u29616?\u25968?\u25454?\u21435?\u-28211?\u12289?\u22788?\u29702?\u32570?\u22833?\u20540?\u31561?\u25805?\u20316?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5. \u-32278?\u21160?\u25171?\u26631?\u31614?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5.1\u-32278?\u21160?\u25171?\u26631?\u31614?\u30340?\u27010?\u24565?\u19982?\u-28211?\u-30335?\u24615?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 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\u20998?\u26512?\u22312?\u25171?\u26631?\u31614?\u-28729?\u31243?\u20013?\u21487?\u-32515?\u-28601?\u21040?\u30340?\u-27154?\u-26472?\u-244?\u24182?\u25552?\u20986?\u-30237?\u20915?\u26041?\u26696?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u31532?\u20108?\u22825?\u-230?\u31995?\u32479?\u26500?\u24314?\u19982?\u23454?\u25112?\u24320?\u21457?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u19978?\u21320?\u-230?\u31995?\u32479?\u26631?\u31614?\u20307?\u31995?\u24314?\u-29762?\u19982?\u27169?\u22411?\u-29779?\u32451?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6. \u31995?\u32479?\u26631?\u31614?\u20307?\u31995?\u24314?\u-29762?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6.1\u26631?\u31614?\u20307?\u31995?\u-29762?\u-29791?\u21407?\u21017?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u26631?\u31614?\u30340?\u26631?\u20934?\u21270?\u19982?\u19968?\u-32268?\u24615?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u20171?\u32461?\u22914?\u20309?\u-29762?\u-29791?\u26631?\u20934?\u21270?\u30340?\u26631?\u31614?\u20307?\u31995?\u-244?\u30830?\u20445?\u26631?\u31614?\u30340?\u19968?\u-32268?\u24615?\u21644?\u21487?\u32500?\u25252?\u24615?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u26631?\u31614?\u30340?\u23618?\u32423?\u32467?\u26500?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-29774?\u-30237?\u22914?\u20309?\u-29762?\u-29791?\u23618?\u32423?\u26631?\u31614?\u20307?\u31995?\u-244?\u20415?\u20110?\u31649?\u29702?\u21644?\u20351?\u29992?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u26631?\u31614?\u30340?\u23618?\u32423?\u32467?\u26500?\u19982?\u31649?\u29702?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u26631?\u31614?\u30340?\u23450?\u20041?\u19982?\u32500?\u25252?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u20351?\u29992?Excel\u25110?\u25968?\u25454?\u24211?\u-28709?\u-30644?\u26631?\u31614?\u31649?\u29702?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u26631?\u31614?\u30340?\u29256?\u26412?\u25511?\u21046?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u20171?\u32461?\u26631?\u31614?\u29256?\u26412?\u25511?\u21046?\u30340?\u24517?\u-30335?\u24615?\u21450?\u20854?\u23454?\u29616?\u26041?\u27861?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6.2\u23454?\u-29195?\u-230?\u26500?\u24314?\u19968?\u20010?\u31616?\u21333?\u30340?\u26631?\u31614?\u20307?\u31995?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-29762?\u-29791?\u24182?\u23454?\u29616?\u26631?\u31614?\u23618?\u32423?\u32467?\u26500?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u29616?\u22330?\u25805?\u20316?\u-244?\u23637?\u31034?\u22914?\u20309?\u-29762?\u-29791?\u21644?\u23454?\u29616?\u19968?\u20010?\u26631?\u31614?\u20307?\u31995?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u20026?\u30005?\u21830?\u25968?\u25454?\u24314?\u31435?\u26631?\u31614?\u20307?\u31995?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u23558?\u-29762?\u-29791?\u22909?\u30340?\u26631?\u31614?\u20307?\u31995?\u24212?\u29992?\u20110?\u23454?\u-27067?\u30340?\u30005?\u21830?\u25968?\u25454?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 7. \u22823?\u-29715?\u-30208?\u27169?\u22411?\u30340?\u25968?\u25454?\u-29779?\u32451?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 7.1\u-29779?\u32451?\u25968?\u25454?\u30340?\u20934?\u22791?\u19982?\u22788?\u29702?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u25968?\u25454?\u26631?\u27880?\u19982?\u20998?\u21106?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u20171?\u32461?\u22914?\u20309?\u26631?\u27880?\u25968?\u25454?\u-244?\u24182?\u-28709?\u-30644?\u-29779?\u32451?\u-26938?\u12289?\u-25972?\u-29759?\u-26938?\u21644?\u27979?\u-29739?\u-26938?\u30340?\u21010?\u20998?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-29779?\u32451?\u-26938?\u12289?\u-25972?\u-29759?\u-26938?\u19982?\u27979?\u-29739?\u-26938?\u30340?\u21010?\u20998?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u20351?\u29992?scikitlearn\u30340?`train_test_split`\u20989?\u25968?\u-28709?\u-30644?\u25968?\u25454?\u21010?\u20998?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 7.2\u27169?\u22411?\u-29779?\u32451?\u30340?\u27493?\u-25948?\u19982?\u27880?\u24847?\u20107?\u-26503?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-26492?\u-29779?\u32451?\u27169?\u22411?\u30340?\u-28663?\u25321?\u19982?\u20351?\u29992?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 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\u29616?\u22330?\u25805?\u20316?\u-244?\u23637?\u31034?\u22914?\u20309?\u21152?\u-28803?\u24182?\u24494?\u-29693?\u-26492?\u-29779?\u32451?\u27169?\u22411?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u22312?\u29305?\u23450?\u20219?\u21153?\u19978?\u-28709?\u-30644?\u24494?\u-29693?\u-248?\u22914?\u25991?\u26412?\u20998?\u31867?\u12289?\u26631?\u31614?\u29983?\u25104?\u-247?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u23454?\u29616?\u25991?\u26412?\u20998?\u31867?\u20219?\u21153?\u30340?\u24494?\u-29693?\u-29779?\u32451?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 7.4\u27169?\u22411?\u-29756?\u20272?\u19982?\u20248?\u21270?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u27169?\u22411?\u24615?\u-32515?\u-29756?\u20272?\u25351?\u26631?\u-248?\u22914?\u20934?\u30830?\u29575?\u12289?\u21484?\u22238?\u29575?\u12289?F1\u24471?\u20998?\u-247?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-29774?\u-30237?\u24120?\u29992?\u30340?\u27169?\u22411?\u-29756?\u20272?\u25351?\u26631?\u21450?\u20854?\u-29791?\u31639?\u26041?\u27861?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u27169?\u22411?\u20248?\u21270?\u26041?\u27861?\u-248?\u22914?\u26089?\u20572?\u12289?\u23398?\u20064?\u29575?\u-29693?\u25972?\u-247?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u20171?\u32461?\u27169?\u22411?\u20248?\u21270?\u30340?\u24120?\u29992?\u26041?\u27861?\u-244?\u24182?\u23637?\u31034?\u20855?\u20307?\u23454?\u29616?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 7.5\u23454?\u25112?\u25805?\u20316?\u-230?\u-29779?\u32451?\u19982?\u20248?\u21270?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u23454?\u26102?\u30417?\u25511?\u-29779?\u32451?\u-28729?\u31243?\u19982?\u32467?\u26524?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u20351?\u29992?TensorBoard\u31561?\u24037?\u20855?\u23454?\u26102?\u30417?\u25511?\u-29779?\u32451?\u-28729?\u31243?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-29693?\u25972?\u21442?\u25968?\u19982?\u-28211?\u26032?\u-29779?\u32451?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u29616?\u22330?\u28436?\u31034?\u-29693?\u25972?\u-29307?\u21442?\u25968?\u24182?\u-28211?\u26032?\u-29779?\u32451?\u27169?\u22411?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u19979?\u21320?\u-230?\u20154?\u26426?\u23545?\u-29731?\u31995?\u32479?\u19982?\u32508?\u21512?\u23454?\u25112?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 8. \u22522?\u20110?\u22823?\u-29715?\u-30208?\u27169?\u22411?\u30340?\u20154?\u26426?\u23545?\u-29731?\u31995?\u32479?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u20154?\u26426?\u23545?\u-29731?\u31995?\u32479?\u30340?\u22522?\u26412?\u21407?\u29702?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 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\u-28646?\u-28729?\u-28711?\u20010?\u-29722?\u32454?\u30340?\u22823?\u32434?\u-244?\u21442?\u19982?\u-32763?\u23558?\u-32515?\u22815?\u22312?\u20004?\u22825?\u20869?\u25484?\u25569?\u22823?\u-29715?\u-30208?\u27169?\u22411?\u30340?\u22522?\u26412?\u24320?\u21457?\u25216?\u-32515?\u-244?\u24182?\u24212?\u29992?\u20110?\u20855?\u20307?\u30340?\u30005?\u21830?\u22330?\u26223?\u-244?\u23436?\u25104?\u-32278?\u21160?\u25171?\u26631?\u31614?\u12289?\u26631?\u31614?\u20307?\u31995?\u24314?\u-29762?\u12289?\u27169?\u22411?\u-29779?\u32451?\u20197?\u21450?\u20154?\u26426?\u23545?\u-29731?\u31995?\u32479?\u30340?\u24320?\u21457?\u20219?\u21153?\u12290?\par\pard\plain\s0\fi0\li0\ri0\sb60\sa60\sl300\plain\f0\fs24\b \u26446?\u-32767?\u24072?\u20171?\u32461?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u26446?\u28023?\u-32145?\u31616?\u20171?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u26446?\u28023?\u-32145?\u-244?\u-244?\u26280?\u21335?\u22823?\u23398?\u21103?\u25945?\u25480?\u-244?\u30805?\u22763?\u29983?\u23548?\u24072?\u-244?\u20061?\u19977?\u23398?\u31038?\u31038?\u21592?\u-244?\u20013?\u23665?\u22823?\u23398?\u24037?\u23398?\u21338?\u22763?\u-26215?\u28207?\u22478?\u24066?\u22823?\u23398?\u-29761?\u-27154?\u23398?\u-32763?\u-244?\u24191?\u19996?\u24037?\u19994?\u22823?\u23398?\u26657?\u22806?\u21512?\u20316?\u30740?\u31350?\u29983?\u23548?\u24072?\u12290?\u30740?\u31350?\u26041?\u21521?\u20026?\u28145?\u24230?\u23398?\u20064?\u12289?\u22270?\u20687?\u-29754?\u21035?\u12289?\u26234?\u24935?\u32508?\u21512?\u-32515?\u28304?\u21644?\u-32515?\u28304?\u22823?\u25968?\u25454?\u12290?\u22312?IEEE Transactions on Neural Networks and Learning Systems\u21644?Information fusion\u31561?TOP\u26399?\u21002?\u31532?\u19968?\u20316?\u-32763?\u21457?\u-30616?SCI\u-29766?\u25991?6\u31687?\u-244?\u20027?\u25345?\u30465?\u32423?\u-29698?\u-26472?2\u-26503?\u-244?\u21442?\u19982?\u22269?\u23478?\u-32278?\u28982?\u31185?\u23398?\u22522?\u-28207?1\u-26503?\u12290?\u-27265?\u26399?\u25285?\u20219?IEEE Internet of Things Journal\u12289?International Journal of Communication Systems\u12289?IET Computer Vision\u12289?IET Image Processing\u21644? IET Radar, Sonar & Navigation\u31561?SCI\u26399?\u21002?\u23457?\u31295?\u20154?\u12290?\u26366?\u-31817?\u24471?\u31532?\u20845?\u23626?\u20840?\u22269?\u30005?\u23376?\u20449?\u24687?\u31185?\u23398?\u21338?\u22763?\u29983?\u-29766?\u22363?\u-29766?\u25991?\u25104?\u26524?\u27719?\u25253?\u20108?\u31561?\u22870?\u-248?2017\u-247?\u-244?\u31532?\u19971?\u23626?\u20840?\u22269?\u30005?\u23376?\u20449?\u24687?\u31185?\u23398?\u21338?\u22763?\u29983?\u-29766?\u22363?\u-29766?\u25991?\u25104?\u26524?\u27719?\u25253?\u19977?\u31561?\u22870?\u-248?2016\u-247?\u-244?2020\u24180?12\u26376?\u22312?INSCRYPT 2020 \u22269?\u-27067?\u20250?\u-29778?\u25285?\u20219?Session chair\u12290?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2018\u24180?\u-31817?\u24471?\u20013?\u23665?\u22823?\u23398?\u24037?\u23398?\u21338?\u22763?\u23398?\u20301?\u-244?2019\u24180?\u-32269?2021\u24180?\u22312?\u26280?\u21335?\u22823?\u23398?\u32593?\u32476?\u23433?\u20840?\u23398?\u-27038?\u20570?\u21338?\u21518?\u-244?\u21512?\u20316?\u23548?\u24072?\u20026?\u23494?\u30721?\u23398?\u19982?\u20449?\u24687?\u23433?\u20840?\u-26490?\u22495?\u19987?\u23478?\u12289?\u22269?\u23478?\u26480?\u-26798?\u32705?\u20581?\u25945?\u25480?\u12290?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u25797?\u-27265?\u25805?\u20316?\u31995?\u32479?\u21644?\u25968?\u25454?\u24211?\u30340?\u23433?\u20840?\u-28339?\u32622?\u-244?\u-27512?\u23545?\u27880?\u20837?\u24335?\u12289?\u31713?\u25913?\u12289?\u20266?\u-28640?\u12289?\u27969?\u-28209?\u20998?\u26512?\u20197?\u21450?\u31363?\u21548?\u31561?\u20027?\u27969?\u25915?\u20987?\u26041?\u24335?\u26377?\u28145?\u20837?\u30740?\u31350?\u-244?\u22312?\u20154?\u24037?\u26234?\u-32515?\u-26490?\u22495?\u-244?\u-27512?\u23545?\u23545?\u25239?\u26679?\u26412?\u25915?\u20987?\u19982?\u-27086?\u24481?\u26041?\u-26782?\u21457?\u-30616?\u22810?\u31687?SCI\u-29766?\u25991?\u12290?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u26366?\u21442?\u19982?\u22522?\u20110?\u-32684?\u-28506?\u23398?\u20064?\u30340?\u24191?\u19996?\u28023?\u20851?\u25968?\u25454?\u-26992?\u31169?\u20445?\u25252?\u31995?\u32479?\u30340?\u30740?\u21457?\u24037?\u20316?\u-244?\u21442?\u19982?\u26280?\u21335?\u22823?\u23398?\u19982?\u-28207?\u23665?\u27602?\u-26824?\u30340?\u26657?\u22253?\u32593?\u25915?\u-27086?\u23433?\u20840?\u-28817?\u20214?\u30340?\u30740?\u21457?\u24037?\u20316?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u21442?\u19982?\u22522?\u20110?\u-30266?\u-26479?\u22270?\u20687?\u23433?\u20840?\u30340?\u29664?\u28023?\u30005?\u21147?\u23616?\u30005?\u32518?\u-27086?\u22806?\u30772?\u-26503?\u30446?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u21442?\u19982?\u19996?\u-28817?\u-26938?\u22242?\u31038?\u20445?\u31995?\u32479?\u21644?\u21307?\u-27038?\u31649?\u29702?\u31995?\u32479?\u30340?\u30740?\u21457?\u24037?\u20316?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u26366?\u32463?\u20026?\u24191?\u19996?\u31227?\u21160?\u12289?\u28145?\u22323?\u24066?\u30005?\u21147?\u23616?\u12289?\u-32633?\u24198?\u23398?\u-27038?\u12289?\u23725?\u21335?\u24072?\u-31997?\u23398?\u-27038?\u12289?\u21326?\u21335?\u20892?\u19994?\u22823?\u23398?\u12289?\u19996?\u-31842?\u22478?\u24066?\u23398?\u-27038?\u12289?\u30005?\u23376?\u31185?\u25216?\u22823?\u23398?\u20013?\u23665?\u23398?\u-27038?\u20197?\u21450?\u-28463?\u24030?\u-32214?\u31354?\u24037?\u19994?\u31649?\u29702?\u23398?\u-27038?\u31561?\u30693?\u21517?\u20225?\u19994?\u-27038?\u26657?\u25552?\u20379?\u22521?\u-29779?\u26381?\u21153?\u-244?\u31215?\u32047?\u20102?\u22823?\u-28209?\u30340?\u-30644?\u19994?\u22521?\u-29779?\u-26503?\u30446?\u32463?\u-25972?\u12290?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u25797?\u-27265?\u20027?\u-29774?\u-29698?\u31243?\u-230?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u12298?\u20154?\u24037?\u26234?\u-32515?\u12299?\u12298?\u-29791?\u31639?\u26426?\u32593?\u32476?\u12299?\u12298?\u32593?\u32476?\u19982?\u20449?\u24687?\u23433?\u20840?\u12299?\u12298?\u-28817?\u20214?\u24037?\u31243?\u12299?\u12298?\u29289?\u-32684?\u32593?\u12299?\u12298?\u22823?\u25968?\u25454?\u21644?\u25968?\u25454?\u31185?\u23398?\u12299? \u12298?\u32593?\u32476?\u23433?\u20840?\u12299? \u12298?\u20114?\u-32684?\u32593?\u19982?\u20154?\u24037?\u26234?\u-32515?\u12299? \u12298?\u32593?\u32476?\u20449?\u24687?\u23433?\u20840?\u19982?\u25968?\u25454?\u23433?\u20840?\u12299? \u12298? \u-25896?\u32423?\u-29791?\u31639?\u26426?\u31995?\u32479?\u32467?\u26500?\u12299? \u12298?\u29289?\u-32684?\u32593?\u25216?\u26415?\u12299? \u12298? \u20113?\u-29791?\u31639?\u19982?\u22823?\u25968?\u25454?\u31639?\u27861?\u-29762?\u-29791?\u12299? \u12298?\u-28817?\u20214?\u24037?\u31243?\u12299? \u12298? \u30740?\u31350?\u26041?\u27861?\u-29766?\u12299? \u12298?\u29289?\u-32684?\u32593?\u25216?\u26415?\u19982?\u21457?\u23637?\u-29301?\u21183? \u12298?\u32593?\u32476?\u31354?\u-27148?\u23433?\u20840?\u21069?\u27839?\u-27154?\u-26472?\u30740?\u31350?\u12299? \u12298?\u26234?\u-32515?\u20154?\u26426?\u20132?\u20114?\u12299? \u12298?\u-25896?\u32423?\u20154?\u24037?\u26234?\u-32515?\u12299? \u12298?\u22823?\u25968?\u25454?\u31185?\u23398?\u24212?\u29992?\u12299? 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INSCRYPT 2020 Session chair\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u23398?\u20064?\u32463?\u21382?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2014\u24180?9\u26376?-2018\u24180?6\u26376?\u-244?\u20013?\u23665?\u22823?\u23398?\u-244?\u20449?\u24687?\u19982?\u-28646?\u20449?\u24037?\u31243?\u-244?\u21338?\u22763?\u30740?\u31350?\u29983?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2017\u24180?7\u26376?-2017\u24180?9\u26376?\u-244?\u-26215?\u28207?\u22478?\u24066?\u22823?\u23398?\u-244?\u-29761?\u-27154?\u23398?\u-32763?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u24037?\u20316?\u32463?\u21382?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2019\u24180?2\u26376?\u-32269?2021\u24180?2\u26376?\u-244?\u26280?\u21335?\u22823?\u23398?\u20449?\u24687?\u31185?\u23398?\u25216?\u26415?\u23398?\u-27038?\u-244?\u21338?\u22763?\u21518?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u30740?\u31350?\u26041?\u21521?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u22522?\u20110?\u27880?\u24847?\u21147?\u26426?\u21046?\u30340?\u31070?\u32463?\u32593?\u32476?\u-244?\u26234?\u24935?\u32508?\u21512?\u-32515?\u28304?\u21644?\u-32515?\u28304?\u22823?\u25968?\u25454?\u12290?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u20027?\u-30335?\u-29766?\u25991?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1. Hailiang Li, Jian Weng*,Adaptive Dropout Method Based on Biological Principles\u-244?IEEE Transactions on Neural Networks and Learning Systems\u-244?vol.32,no.9, pp.4267-4276, Sept. 2021,JCR1\u21306?,IF:10.451,TOP\u26399?\u21002?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2. Hailiang Li, Jian Weng*, A Defense Method Based on Attention Mechanism Against Traffic sign Adversarial samples,Information Fusion,Volume 76, 2021, Pages 55-65,JCR1\u21306?\u-244?IF:12.975\u-244?TOP\u26399?\u21002?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3. Hailiang Li, et al,A Semi-automated Annotation Algorithm Based on Weakly Supervised Learning for Medical Images\u-244?Biocybernetics and Biomedical Engineering 40 (2020) pp. 787-802, SCI\u32034?\u24341?\u-244?\u31532?\u19968?\u20316?\u-32763?\u-244?\u24433?\u21709?\u22240?\u23376?\u-230?4.314\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4. Hailiang Li, et al,An improved deep learning approach for detection of thyroid papillary cancer in ultrasound images\u-244?Scientific Reprots,(2018) 8:6600\u-244?SCI\u32034?\u24341?\u-244?\u31532?\u19968?\u20316?\u-32763?\u-244?\u24433?\u21709?\u22240?\u23376?\u-230?4.379\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5.\u24352?\u23431?,\u26446?\u28023?\u-32145?*.\u22522?\u20110?RSA\u30340?\u22270?\u20687?\u21487?\u-29754?\u21035?\u23545?\u25239?\u25915?\u20987?\u26041?\u27861?[J].\u32593?\u32476?\u19982?\u20449?\u24687?\u23433?\u20840?\u23398?\u25253?,2021,7(05):40-48.\u-28646?\u20449?\u20316?\u-32763?\u-244?\u20013?\u22269?\u31185?\u25216?\u26680?\u24515?\u26399?\u21002?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u25215?\u25285?\u-29698?\u-26472?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1. \u22522?\u20110?\u27880?\u24847?\u21147?\u26426?\u21046?\u30340?\u23433?\u20840?\u24615?\u22270?\u20687?\u-29754?\u21035?\u27169?\u22411?\u30740?\u31350?\u19982?\u24212?\u29992?\u-244?2021\u24191?\u19996?\u30465?\u26222?\u-28646?\u-25896?\u26657?\u29305?\u-32142?\u21019?\u26032?\u-26503?\u30446?\u-244?\u20027?\u25345?\u-244?17.12\u19975?\u20803?\u-244?\u-26503?\u30446?\u32534?\u21495?\u-230?2021KTSCX006\u-229?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2. \u22522?\u20110? AIOT \u30340?\u22810?\u32500?\u-30266?\u-30263?\u19979?\u30005?\u21147?\u26045?\u24037?\u20154?\u21592?\u24037?\u20316?\u30417?\u25511?\u19982?\u31649?\u29702?\u31995?\u32479?\u-244?\u24191?\u19996?\u30465?\u31185?\u25216?\u21019?\u26032?\u25112?\u30053?\u19987?\u-26503?\u-29372?\u-28207?\u-244?\u20027?\u25345?\u-244?2\u19975?\u20803?\u-244?\u-26503?\u30446?\u32534?\u21495?\u-230?PDJH2021b0058\u-229?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u31038?\u20250?\u-32692?\u21153?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u24191?\u19996?\u24037?\u19994?\u22823?\u23398?\u-244?\u26657?\u22806?\u21512?\u20316?\u30805?\u22763?\u29983?\u23548?\u24072?\par\pard\plain\s0\fi0\li0\ri0\sb60\sa60\sl300\plain\f0\fs24\b \u25105?\u-30335?\u21672?\u-29726?\b0\par\pard\plain\s0\fi400\li0\ri0\sa60\plain\f0\fs22 \u21672?\u-29726?\u30005?\u-29731?\u-230?027-5111 9925 , 027-5111 9926\par\pard\plain\s0\fi400\li0\ri0\sa60\plain\f0\fs22 \u20540?\u29677?\u25163?\u26426?\u-230?18971071887    \u-28498?\u31665?\u-230?Service@mingketang.com\par}