

н ˰, ؽƮ м å !н ˰ ̿ؼ ؽƮ м ϱ ؼ ˰ ۵ Ȯ ϴ ߿մϴ. å ؽƮ м ǽ ƴ϶, ؽƮ м ߿ ϴ н ˰ ۵ ڼ մϴ. ˰ ظ , ˰ ϴ ʿ (, , Ȯ ) մϴ. ؽƮ м̳ ڵ ڵ ֵ, ̽ ʿ ؽƮ м , ؽƮ м ϴ ʿ ⺻ (ũ, ǥ ) ؼ ηϿ ٷϴ.

[3] ̿ ؽƮ м 13: Ұ13.1 Ű___13.1.1 Ű Ұ___13.1.2 Ű ۵ 13.2 Ȱȭ Լ___13.2.1 ñ̵ Լ___13.2.2 ۺ źƮ Լ___13.2.3 ReLU Լ___13.2.4 Leaky ReLU Լ___13.2.5 ELU Լ___13.2.6 Ʈ÷ Լ___13.2.7 GELU Լ13.3 ϰ___13.3.1 Ǵ ġ ϰ ___13.3.2 Ű ϰ ۵ ___13.3.3 ___13.3.4 ҽ ___13.3.5 ___13.3.6 Ƽ ___13.3.7 ġ н 13.4 ġ ʱȭ___13.4.1 Xavier ʱȭ ___13.4.2 He ʱȭ 13.5 : ϱ ___13.5.1 SGD Ƽ ___13.5.2 RMSprop Ƽ ___13.5.3 Adam Ƽ 13.6 Ű ذ ___13.6.1 L1/L2 ȭ___13.6.2 Ӿƿ___13.6.3 ___13.6.4 ġ ȭ___13.6.5 ȭ 14: FNN ̿ ؽƮ м ܾ Ӻ14.1 FNN ̿ ؽƮ м14.2 ܾ Ӻ___14.2.1 - Ϳ ܾ Ӻ___14.2.2 Word2vec___14.2.3 FastText14.3 Ӻ ___14.3.1 Doc2vec 15: CNN ̿ ؽƮ м15.1 CNN___15.1.1 CNN Ұ___15.1.2 ̽ ڵϱ15.2 CNN ̿ ؽƮ м ___15.2.1 CNN ǥ___15.2.2 ̽ ڵϱ 16: ȯŰ ˰ ̿ ؽƮ м16.1 RNN___16.1.1 RNN Ұ___16.1.2 RNN ̿ м___16.1.3 ܾ ϱ___16.1.4 RNN ϱ16.2 LSTM ___16.2.1 LSTM Ұ___16.2.2 LSTM ̿ м___16.2.3 LSTM___16.2.4 LSTM м16.3 seq2seq 17: Ʈ17.1 ټ ˰ 17.2 ټ17.3 Ʈӿ ټ 17.4 Ʈ Ұ ___17.4.1 Ʈ ___17.4.2 ڴ κ___17.4.3 ڴ κ___17.4.4 Ʈ ڴ ̿ м 18: BERT18.1 BERT ___18.1.1 BERT ___18.1.2 BERT н___18.1.3 BERT ٿƮ ۾___18.1.4 BERT ̿ ܾ ϱ18.2 ̽ ڵϱ ___18.2.1 BERT ܾ / ϱ___18.2.2 ؽƮ м___18.2.3 ѱ ؽƮ м 19: BERT 19.1 ALBERT ___19.1.1 ALBERT Ұ___19.1.2 ̽ ڵϱ19.2 RoBERTa ___19.2.1 RoBERTa Ұ___19.2.2 ̽ ڵϱ19.3 ELECTRA ___19.3.1 ELECTRA Ұ___19.3.2 ̽ ڵϱ19.4 ___19.4.1 ___19.4.2 DistilBERT___19.4.3 TinyBERT19.5 BERTopic ___19.5.1 Ӻ___19.5.2 ȭ___19.5.3 () Ÿ ܾ ã___19.5.4 ̽ ڵϱ 20: GPT 20.1 GPT-1 ___20.1.1 GPT-1 н20.2 GPT-2 ___20.2.1 н ___20.2.2 ___20.2.3 ___20.2.4 ̽ ڵϱ20.3 GPT-3 ___20.3.1 μ, , ǻ___20.3.2 н ___20.3.3 ___20.3.4 ___20.3.5 GPT-3 ̼ϱ20.4 InstructGPT ___20.4.1 InstructGPT ̼ ___20.4.2 20.5 ChatGPT 21: ƮӸ ̿ ؽƮ м21.1 ViT Ұ 21.2 ViT ̿ ̹ з 21.3 ViT ̿ ؽƮ з ___21.3.1 1: ND ġ ___21.3.2 2: ġ ϱ Conv1D ϱ___21.3.3 3: NC CC ġ ϱ 22: ڴ ̿ ؽƮ м22.1 ڴ Ұ 22.2 ڴ MNIST Ϳ 22.3 ڴ ̿ ͷ ǥϱ ___22.3.1 LSTM ڴ ___22.3.2 CNN ڴ ηA: ϰ Ŀ A.1 Ű A.2 A.3