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請保持社交距離本課程有直播可以線上觀看直播連結課程網頁加簽表單https://youtu.be/eKgDxp-_A0c機器學習課程速覽李宏毅Hung-yiLee課程內容•本課程共十五講，課程錄影已經放在課程網頁上•每一講都有一個對應的作業，作業內容之後上課時間公布•上課時間會講新的內容(與作業無關)課程網頁什麼是機器學習？MachineLearning≈LookingforFunction•SpeechRecognition•ImageRecognition•PlayingGofff“Cat”“Howareyou”“5-5”(nextmove)DifferenttypesofFunctionsfThiscoursefocusesonDeepLearning.NeuralNetworkDifferenttypesofFunctionsfscalarclassificationMatrixSequencevectore.g.,imagee.g.,speech,textregressiontextimageHW1:COVID-19CasePredictionfscalarclassificationMatrixSequencevectore.g.,imagee.g.,speech,textregressiontextimageHW2:PhonemeClassificationfscalarclassificationMatrixSequencevectore.g.,imagee.g.,speech,textregressiontextimageHW3:ImageClassificationfscalarclassificationMatrixSequencevectore.g.,imagee.g.,speech,textregressiontextimageHW4:SpeakerClassificationfscalarclassificationMatrixSequencevectore.g.,imagee.g.,speech,textregressiontextimageHW5:MachineTranslationfscalarclassificationMatrixSequencevectore.g.,imagee.g.,speech,textregressiontextimageHW6:AnimeFaceGenerationfscalarclassificationMatrixSequencevectore.g.,imagee.g.,speech,textregressiontextimage教機器的種種方法SupervisedLearningPokémonorDigimonPokémonPokémonDigimonDigimonLecture1-5labelsTrainingDataLecture7:Self-supervisedLearningItisnotefficienttocollectdataforeachtask.Lecture7:Self-supervisedLearningDevelopgeneralpurposeknowledgePre-trainunlabeledimagesAretheythesame?Aretheythesame?Lecture7:Self-supervisedLearningDevelopgeneralpurposeknowledgePre-trainFine-tuneDownstreamTasksPokémonDigimonappleorangeFine-tuneLecture7:Self-supervisedLearningOperatingSystemsApplicationsPre-trainedModelvs.DownstreamTasksBERT(FoundationModel)Sourceofimage:https://leemeng.tw/attack_on_bert_transfer_learning_in_nlp.htmlBERT340MparametersAttackonTitanSpoilerAlertSourceofimage:https://leemeng.tw/attack_on_bert_transfer_learning_i...