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Course Introduction -
Course outline
Chapter 1 sequence labeling (1 hour 16 minutes Section 4) 1-2 Click "Only for paying users" to download "Natural Language Process_unit41_Hymarkov Model Overview. pdf" [21:25] Start learning 1-3 Part of speech tagging based on HMM model Click "Only for paying users" to download "Natural Language Process_unit39_Part of Speech Tagging Based on HMM Model. pdf" [23:52] Start learning 1-4 Overview of Named Entity Recognition Click "Only for paying users" to download "Natural Language Process_unit40_Named Entity Identification Overview. pdf" [31:37] Start learning Chapter 2 Data processing of named entity recognition (1 hour and 10 minutes 3 sections) 2-1 Preprocessing of Named Entity Recognition Data (I) Click "Only for paying users" to download "Natural Language Process_unit42_Named Entity Identification Data Preprocessing (I). pdf" [23:39] Start learning 2-2 Named Entity Recognition Data Preprocessing (II) Click "Only for paying users" to download "Natural Language Process_unit43_Named Entity Identification Data Preprocessing (II). pdf" [23:52] Start learning 2-3 Data preprocessing of named entity recognition (3) Click "Only for paying users" to download "Natural Language Process_unit44_Named Entity Identification Data Preprocessing (III). pdf" [23:07] Start learning Chapter 3 Named Entity Recognition Based on HMM Model (1 hour and 9 minutes 3 sections) 3-1 Named Entity Recognition Based on HMM Model (I) Click "Only for paying users" to download "Natural Language Process_unit45_Named Entity Recognition Based on HMM Model (I). pdf" [25:02] Start learning 3-2 Named Entity Recognition Based on HMM Model (2) Click "Only for paying users" to download "Natural Language Process_unit46_Named Entity Recognition Based on HMM Model (II). pdf" [22:49] Start learning 3-3 Named Entity Recognition Based on HMM Model (3) Click "Only for paying users" to download "Natural Language Process_unit47_Named Entity Recognition Based on HMM Model (III). pdf" [21:36] Start learning Chapter 4 Named Entity Recognition Based on BiLSTM (1 hour 28 minutes Section 4) 4-1 Reading Named Entity Recognition Data Based on BiLSTM "Only for paying users" click to download "Natural Language Process_unit48_Named Entity Identification Data Reading Based on BiLSTM. pdf" [22:30] Start learning 4-2 Building Named Entity Recognition Model Based on BiLSTM Click "Only for paying users" to download "Natural Language Process_unit49_Named Entity Recognition Model Construction Based on BiLSTM. pdf" [21:58] Start learning 4-3 Training and evaluation of named entity recognition model based on BiLSTM "Only for paying users" click to download "Natural Language Process_unit50_Named Entity Recognition Model Training and Evaluation Based on BiLSTM. pdf" [22:09] Start learning 4-4 Prediction of Named Entity Recognition Model Based on BiLSTM Click "Only for paying users" to download "Natural Language Process_unit51_Named Entity Recognition Model Prediction Based on BiLSTM. pdf" [21:53] Start learning Chapter 5 ALBERT pre training model (1 hour and 8 minutes 3 sections) 5-1 Overview of pre training model Click "Only for paying users" to download "Natural Language Process_unit52_Pre training Model Overview. pdf" [22:18] Start learning 5-2 Data Processing of Named Entity Recognition Based on ALBERT "Only for paying users" click to download "Natural Language Process_unit53_Named Entity Recognition Data Processing Based on ALBERT. pdf" [23:18] Start learning 5-3 Training and evaluation of named entity recognition model based on ALBERT "Only for paying users" click to download "Natural Language Process_unit54_Named Entity Recognition Model Training and Evaluation Based on ALBERT. pdf" [23:19] Start learning Chapter 6 Text Classification Based on Transformer Model (1 hour and 37 minutes Section 4) 6-1 Click "Only for paying users" to download "Natural Language Processing_unit55_Transformer Overview. pdf" [29:21] Start learning 6-2 Click "Only for paying users" to download "Natural Language Process_unit56_ Multiple Attention Mechanism. pdf" [24:34] Start learning 6-3 "Only for paying users" Click to download "Natural Language Process_unit57_Attention Mechanism. pdf" [21:53] Start learning
