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1 Parent(s): caffe4c

Delete answers.json

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  1. answers.json +0 -1764
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@@ -1,1764 +0,0 @@
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- "text": "blended mode - physical and online",
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- "text": "Artificial Intelligence major unit",
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- "text": "[email protected]",
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- "text": "on the Tuesday of the week at 9:00 am",
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- "text": "through his email which is [email protected]",
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- "text": "6 May",
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- "text": "portfolio unit",
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- "text": "All sessions or classes will be recorded.",
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- "text": "due two weeks after its release",
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- "text": "COS30081",
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- "text": "Dr Joel Than Chia Ming",
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- "text": "3 June",
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- "text": "to introduce students to the essential natural language processing (NLP) tasks and techniques",
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- "text": "submit a passable portfolio, which means all pass tasks must be submitted and marked as complete",
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- "text": "consist of two parts which are lectures and tutorials of 24 hours of total contact hours each with two hours each of contact per week",
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- "text": "communication skills, teamwork skills, and digital literacies",
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- "text": "3",
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- "text": "basic string analysis techniques, text wrangling, web scrapping and pre-processing, feature extraction, text classifiers information retreival evaluation, visualisation and advanced NLP technique, which may include only one of the following topics: topic modelling, text summarization, vector representation, deep learning, or sentiment analysis",
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- "text": "Dr Joel Than Chia Ming",
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- "text": "Dr Joel Than Chia Ming",
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- "text": "two hours",
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- "text": "Week 1 (28 Feb) - Introduction to NLP & Linguistics - Tutorial 1: Getting Started with Python\nWeek 2 (7 Mar) - Word Tokenization: Dot product, Token improvement, Vocabulary - Tutorial 2: Word Tokenization and Pass Task #1\nWeek 3 (14 Mar) - TF-IDF vectors: Bag of words, Vectorization, Topic modelling - Tutorial 3: TF-IDF and Pass Task #2\nWeek 4 (21 Mar) - Semantic Analysis: LSA - Tutorial 4: Semantic Analysis and Pass Task #3\nWeek 5 (28 Mar) - Introduction to Deep Learning for NLP: Neural network, Word Vectors - Tutorial 5: Deep Learning Introduction and Pass Task #4\nWeek 6 (4 Apr) - CNN basics and usage for NLP - Tutorial 6: Neural Networks & CNN and Pass Task #5\nWeek 7 (18 Apr) - RNN & LSTM basics - Tutorial 7: RNN & LSTM and Pass Task #6\nWeek 8 (25 Apr) - Transformer basics 1 - Tutorial 8: Transformer 1 and Pass Task #7\nWeek 9 (2 May) - Transformer basics 2 - Tutorial 9: Transformer 2 and Pass Task #8\nWeek 10 (9 May) - Performance Evaluation & Scaling up - Tutorial 10: Submission of Tutorial 10 and Pass Task #9\nWeek 11 (16 May) - Showcase of Real-World Problems - Tutorial 11: Discussion of Assignment 2 and Pass Task #10\nWeek 12 (23 May) - Conclusion and Wrap Up - Tutorial 12: Discussion of Assignment 2",
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- "text": "Week 1 (28 Feb) - Introduction to NLP & Linguistics - Tutorial 1: Getting Started with Python",
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- "text": "Week 2 (7 Mar) - Word Tokenization: Dot product, Token improvement, Vocabulary - Tutorial 2: Word Tokenization and Pass Task #1",
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- "text": "Week 3 (14 Mar) - TF-IDF vectors: Bag of words, Vectorization, Topic modelling - Tutorial 3: TF-IDF and Pass Task #2",
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- "text": "Week 4 (21 Mar) - Semantic Analysis: LSA - Tutorial 4: Semantic Analysis and Pass Task #3",
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- "text": "Week 5 (28 Mar) - Introduction to Deep Learning for NLP: Neural network, Word Vectors - Tutorial 5: Deep Learning Introduction and Pass Task #4",
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- "text": "Week 7 (18 Apr) - RNN & LSTM basics - Tutorial 7: RNN & LSTM and Pass Task #6",
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- "text": "Week 8 (25 Apr) - Transformer basics 1 - Tutorial 8: Transformer 1 and Pass Task #7",
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- "text": "Week 9 (2 May) - Transformer basics 2 - Tutorial 9: Transformer 2 and Pass Task #8",
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- "text": "Week 10 (9 May) - Performance Evaluation & Scaling up - Tutorial 10: Submission of Tutorial 10 and Pass Task #9",
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- "question": "What is the schedule for Week 11 in COS30081?",
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- "text": "Week 11 (16 May) - Showcase of Real-World Problems - Tutorial 11: Discussion of Assignment 2 and Pass Task #10",
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- "question": "What is the schedule for Week 12 in COS30081?",
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- "answers": [
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- "text": "Week 12 (23 May) - Conclusion and Wrap Up - Tutorial 12: Discussion of Assignment 2",
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- "question": "What are the assessments in COS30081?",
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- "text": "Portfolio (for Pass and Credit) - Individual - 100% Weighting\nPortfolio and Interview (for Distinction and High Distinction) - Individual - 100% Weighting",
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- "text": "100% Weighting",
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- "question": "What is the weighting of distinction and high distinction portfolio?",
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- "text": "100% Weighting",
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- "question": "How to achieve Distinction grade?",
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- {
610
- "answer_id": 377629,
611
- "document_id": 606077,
612
- "question_id": 346602,
613
- "text": "all pass tasks, credit task and the D & HD task must be submitted and obtain at least 70 marks for it",
614
- "answer_start": 4208,
615
- "answer_end": 4309,
616
- "answer_category": null
617
- }
618
- ],
619
- "is_impossible": false
620
- },
621
- {
622
- "question": "How many pass tasks are there in COS30081?",
623
- "id": 346603,
624
- "answers": [
625
- {
626
- "answer_id": 377602,
627
- "document_id": 606077,
628
- "question_id": 346603,
629
- "text": "10",
630
- "answer_start": 3593,
631
- "answer_end": 3595,
632
- "answer_category": null
633
- }
634
- ],
635
- "is_impossible": false
636
- },
637
- {
638
- "question": "When are the pass tasks released?",
639
- "id": 346605,
640
- "answers": [
641
- {
642
- "answer_id": 377739,
643
- "document_id": 606077,
644
- "question_id": 346605,
645
- "text": "released at the start of each week",
646
- "answer_start": 3626,
647
- "answer_end": 3660,
648
- "answer_category": null
649
- }
650
- ],
651
- "is_impossible": false
652
- },
653
- {
654
- "question": "How many credit tasks are there?",
655
- "id": 346606,
656
- "answers": [
657
- {
658
- "answer_id": 377604,
659
- "document_id": 606077,
660
- "question_id": 346606,
661
- "text": "one",
662
- "answer_start": 3715,
663
- "answer_end": 3718,
664
- "answer_category": null
665
- }
666
- ],
667
- "is_impossible": false
668
- },
669
- {
670
- "question": "How many distinction tasks are there?",
671
- "id": 346607,
672
- "answers": [
673
- {
674
- "answer_id": 377605,
675
- "document_id": 606077,
676
- "question_id": 346607,
677
- "text": "one",
678
- "answer_start": 3803,
679
- "answer_end": 3806,
680
- "answer_category": null
681
- }
682
- ],
683
- "is_impossible": false
684
- },
685
- {
686
- "question": "When is the credit task released?",
687
- "id": 346608,
688
- "answers": [
689
- {
690
- "answer_id": 377747,
691
- "document_id": 606077,
692
- "question_id": 346608,
693
- "text": "8 April",
694
- "answer_start": 3763,
695
- "answer_end": 3770,
696
- "answer_category": null
697
- }
698
- ],
699
- "is_impossible": false
700
- },
701
- {
702
- "question": "When is the D & HD task released?",
703
- "id": 346609,
704
- "answers": [
705
- {
706
- "answer_id": 377751,
707
- "document_id": 606077,
708
- "question_id": 346609,
709
- "text": "9 May",
710
- "answer_start": 3903,
711
- "answer_end": 3908,
712
- "answer_category": null
713
- }
714
- ],
715
- "is_impossible": false
716
- },
717
- {
718
- "question": "How to achieve high distinction grade?",
719
- "id": 346614,
720
- "answers": [
721
- {
722
- "answer_id": 377632,
723
- "document_id": 606077,
724
- "question_id": 346614,
725
- "text": "all pass tasks, credit task and the D & HD task must be submitted and obtain at least 80 marks for it",
726
- "answer_start": 4345,
727
- "answer_end": 4446,
728
- "answer_category": null
729
- }
730
- ],
731
- "is_impossible": false
732
- },
733
- {
734
- "question": "Are there any penalty for late submission?",
735
- "id": 346615,
736
- "answers": [
737
- {
738
- "answer_id": 377554,
739
- "document_id": 606077,
740
- "question_id": 346615,
741
- "text": "Unless an extension has been approved, late submissions will result in a penalty.",
742
- "answer_start": 4449,
743
- "answer_end": 4530,
744
- "answer_category": null
745
- }
746
- ],
747
- "is_impossible": false
748
- },
749
- {
750
- "question": "What is the penalty for late submission?",
751
- "id": 346616,
752
- "answers": [
753
- {
754
- "answer_id": 377666,
755
- "document_id": 606077,
756
- "question_id": 346616,
757
- "text": "10% of your mark for each working day the task is late, up to a maximum of 5 days",
758
- "answer_start": 4553,
759
- "answer_end": 4634,
760
- "answer_category": null
761
- }
762
- ],
763
- "is_impossible": false
764
- },
765
- {
766
- "question": "How many marks will be penalised for each working day of late submission?",
767
- "id": 346617,
768
- "answers": [
769
- {
770
- "answer_id": 377600,
771
- "document_id": 606077,
772
- "question_id": 346617,
773
- "text": "10%",
774
- "answer_start": 4553,
775
- "answer_end": 4556,
776
- "answer_category": null
777
- }
778
- ],
779
- "is_impossible": false
780
- },
781
- {
782
- "question": "What is the mark after 5 working days of late submission?",
783
- "id": 346618,
784
- "answers": [
785
- {
786
- "answer_id": 377660,
787
- "document_id": 606077,
788
- "question_id": 346618,
789
- "text": "zero",
790
- "answer_start": 4660,
791
- "answer_end": 4664,
792
- "answer_category": null
793
- }
794
- ],
795
- "is_impossible": false
796
- },
797
- {
798
- "question": "How many tutorial sessions are there in a week?",
799
- "id": 346619,
800
- "answers": [
801
- {
802
- "answer_id": 377614,
803
- "document_id": 606077,
804
- "question_id": 346619,
805
- "text": "two",
806
- "answer_start": 4704,
807
- "answer_end": 4707,
808
- "answer_category": null
809
- }
810
- ],
811
- "is_impossible": false
812
- },
813
- {
814
- "question": "When is the hybrid tutorial class?",
815
- "id": 346621,
816
- "answers": [
817
- {
818
- "answer_id": 377755,
819
- "document_id": 606077,
820
- "question_id": 346621,
821
- "text": "on the Monday of the week at 9:00 am.",
822
- "answer_start": 4816,
823
- "answer_end": 4853,
824
- "answer_category": null
825
- }
826
- ],
827
- "is_impossible": false
828
- },
829
- {
830
- "question": "How many lecture session are there in a week?",
831
- "id": 346622,
832
- "answers": [
833
- {
834
- "answer_id": 377598,
835
- "document_id": 606077,
836
- "question_id": 346622,
837
- "text": "one lecture session",
838
- "answer_start": 4940,
839
- "answer_end": 4959,
840
- "answer_category": null
841
- }
842
- ],
843
- "is_impossible": false
844
- },
845
- {
846
- "question": "When is the online tutorial session?",
847
- "id": 346623,
848
- "answers": [
849
- {
850
- "answer_id": 377759,
851
- "document_id": 606077,
852
- "question_id": 346623,
853
- "text": "on the Thursday of the week at 11:00 am",
854
- "answer_start": 4885,
855
- "answer_end": 4924,
856
- "answer_category": null
857
- }
858
- ],
859
- "is_impossible": false
860
- },
861
- {
862
- "question": "How to access the materials of COS30081?",
863
- "id": 346625,
864
- "answers": [
865
- {
866
- "answer_id": 377624,
867
- "document_id": 606077,
868
- "question_id": 346625,
869
- "text": "Canvas",
870
- "answer_start": 5140,
871
- "answer_end": 5146,
872
- "answer_category": null
873
- }
874
- ],
875
- "is_impossible": false
876
- },
877
- {
878
- "question": "Where to access the lecture material?",
879
- "id": 346627,
880
- "answers": [
881
- {
882
- "answer_id": 377777,
883
- "document_id": 606077,
884
- "question_id": 346627,
885
- "text": "Canvas",
886
- "answer_start": 5140,
887
- "answer_end": 5146,
888
- "answer_category": null
889
- }
890
- ],
891
- "is_impossible": false
892
- },
893
- {
894
- "question": "Where to access the tutorial material?",
895
- "id": 346628,
896
- "answers": [
897
- {
898
- "answer_id": 377779,
899
- "document_id": 606077,
900
- "question_id": 346628,
901
- "text": "Canvas",
902
- "answer_start": 5140,
903
- "answer_end": 5146,
904
- "answer_category": null
905
- }
906
- ],
907
- "is_impossible": false
908
- },
909
- {
910
- "question": "Where to access the recordings for the sessions?",
911
- "id": 346629,
912
- "answers": [
913
- {
914
- "answer_id": 377778,
915
- "document_id": 606077,
916
- "question_id": 346629,
917
- "text": "Canvas",
918
- "answer_start": 5140,
919
- "answer_end": 5146,
920
- "answer_category": null
921
- }
922
- ],
923
- "is_impossible": false
924
- },
925
- {
926
- "question": "What is the minimum mark to achieve in D & HD task to get D grade?",
927
- "id": 346632,
928
- "answers": [
929
- {
930
- "answer_id": 377662,
931
- "document_id": 606077,
932
- "question_id": 346632,
933
- "text": "70 marks",
934
- "answer_start": 4294,
935
- "answer_end": 4302,
936
- "answer_category": null
937
- }
938
- ],
939
- "is_impossible": false
940
- },
941
- {
942
- "question": "What is the minimum mark to achieve in D & HD task to get HD grade?",
943
- "id": 346633,
944
- "answers": [
945
- {
946
- "answer_id": 377663,
947
- "document_id": 606077,
948
- "question_id": 346633,
949
- "text": "80 marks",
950
- "answer_start": 4431,
951
- "answer_end": 4439,
952
- "answer_category": null
953
- }
954
- ],
955
- "is_impossible": false
956
- },
957
- {
958
- "question": "What time is the hybrid tutorial session starting?",
959
- "id": 346634,
960
- "answers": [
961
- {
962
- "answer_id": 377727,
963
- "document_id": 606077,
964
- "question_id": 346634,
965
- "text": "9:00 am",
966
- "answer_start": 4845,
967
- "answer_end": 4852,
968
- "answer_category": null
969
- }
970
- ],
971
- "is_impossible": false
972
- },
973
- {
974
- "question": "What time is the online tutorial session starting?",
975
- "id": 346635,
976
- "answers": [
977
- {
978
- "answer_id": 377730,
979
- "document_id": 606077,
980
- "question_id": 346635,
981
- "text": "11:00 am",
982
- "answer_start": 4916,
983
- "answer_end": 4924,
984
- "answer_category": null
985
- }
986
- ],
987
- "is_impossible": false
988
- },
989
- {
990
- "question": "What time is the lecture session starting?",
991
- "id": 346636,
992
- "answers": [
993
- {
994
- "answer_id": 377728,
995
- "document_id": 606077,
996
- "question_id": 346636,
997
- "text": "9:00 am",
998
- "answer_start": 4990,
999
- "answer_end": 4997,
1000
- "answer_category": null
1001
- }
1002
- ],
1003
- "is_impossible": false
1004
- },
1005
- {
1006
- "question": "What is the maximum days to submit late?",
1007
- "id": 346637,
1008
- "answers": [
1009
- {
1010
- "answer_id": 377661,
1011
- "document_id": 606077,
1012
- "question_id": 346637,
1013
- "text": "maximum of 5 days",
1014
- "answer_start": 4617,
1015
- "answer_end": 4634,
1016
- "answer_category": null
1017
- }
1018
- ],
1019
- "is_impossible": false
1020
- },
1021
- {
1022
- "question": "When Week 2 starts for COS3001 in semester 1, 2022?",
1023
- "id": 346639,
1024
- "answers": [
1025
- {
1026
- "answer_id": 377765,
1027
- "document_id": 606077,
1028
- "question_id": 346639,
1029
- "text": "7 Mar",
1030
- "answer_start": 2244,
1031
- "answer_end": 2249,
1032
- "answer_category": null
1033
- }
1034
- ],
1035
- "is_impossible": false
1036
- },
1037
- {
1038
- "question": "When Week 1 starts for COS3001 in semester 1, 2022?",
1039
- "id": 346638,
1040
- "answers": [
1041
- {
1042
- "answer_id": 377764,
1043
- "document_id": 606077,
1044
- "question_id": 346638,
1045
- "text": "28 Feb",
1046
- "answer_start": 2150,
1047
- "answer_end": 2156,
1048
- "answer_category": null
1049
- }
1050
- ],
1051
- "is_impossible": false
1052
- },
1053
- {
1054
- "question": "When Week 3 starts for COS3001 in semester 1, 2022?",
1055
- "id": 346640,
1056
- "answers": [
1057
- {
1058
- "answer_id": 377767,
1059
- "document_id": 606077,
1060
- "question_id": 346640,
1061
- "text": "14 Mar",
1062
- "answer_start": 2372,
1063
- "answer_end": 2378,
1064
- "answer_category": null
1065
- }
1066
- ],
1067
- "is_impossible": false
1068
- },
1069
- {
1070
- "question": "When Week 4 starts for COS3001 in semester 1, 2022?",
1071
- "id": 346641,
1072
- "answers": [
1073
- {
1074
- "answer_id": 377769,
1075
- "document_id": 606077,
1076
- "question_id": 346641,
1077
- "text": "21 Mar",
1078
- "answer_start": 2489,
1079
- "answer_end": 2495,
1080
- "answer_category": null
1081
- }
1082
- ],
1083
- "is_impossible": false
1084
- },
1085
- {
1086
- "question": "When Week 5 starts for COS3001 in semester 1, 2022?",
1087
- "id": 346642,
1088
- "answers": [
1089
- {
1090
- "answer_id": 377770,
1091
- "document_id": 606077,
1092
- "question_id": 346642,
1093
- "text": "28 Mar",
1094
- "answer_start": 2579,
1095
- "answer_end": 2585,
1096
- "answer_category": null
1097
- }
1098
- ],
1099
- "is_impossible": false
1100
- },
1101
- {
1102
- "question": "When Week 6 starts for COS3001 in semester 1, 2022?",
1103
- "id": 346643,
1104
- "answers": [
1105
- {
1106
- "answer_id": 377772,
1107
- "document_id": 606077,
1108
- "question_id": 346643,
1109
- "text": "4 Apr",
1110
- "answer_start": 2723,
1111
- "answer_end": 2728,
1112
- "answer_category": null
1113
- }
1114
- ],
1115
- "is_impossible": false
1116
- },
1117
- {
1118
- "question": "When Week 7 starts for COS3001 in semester 1, 2022?",
1119
- "id": 346644,
1120
- "answers": [
1121
- {
1122
- "answer_id": 377773,
1123
- "document_id": 606077,
1124
- "question_id": 346644,
1125
- "text": "18 Apr",
1126
- "answer_start": 2822,
1127
- "answer_end": 2828,
1128
- "answer_category": null
1129
- }
1130
- ],
1131
- "is_impossible": false
1132
- },
1133
- {
1134
- "question": "When Week 8 starts for COS3001 in semester 1, 2022?",
1135
- "id": 346645,
1136
- "answers": [
1137
- {
1138
- "answer_id": 377774,
1139
- "document_id": 606077,
1140
- "question_id": 346645,
1141
- "text": "25 Apr",
1142
- "answer_start": 2900,
1143
- "answer_end": 2906,
1144
- "answer_category": null
1145
- }
1146
- ],
1147
- "is_impossible": false
1148
- },
1149
- {
1150
- "question": "When Week 9 starts for COS3001 in semester 1, 2022?",
1151
- "id": 346646,
1152
- "answers": [
1153
- {
1154
- "answer_id": 377776,
1155
- "document_id": 606077,
1156
- "question_id": 346646,
1157
- "text": "2 May",
1158
- "answer_start": 2984,
1159
- "answer_end": 2989,
1160
- "answer_category": null
1161
- }
1162
- ],
1163
- "is_impossible": false
1164
- },
1165
- {
1166
- "question": "When Week 10 starts for COS3001 in semester 1, 2022?",
1167
- "id": 346647,
1168
- "answers": [
1169
- {
1170
- "answer_id": 377761,
1171
- "document_id": 606077,
1172
- "question_id": 346647,
1173
- "text": "9 May",
1174
- "answer_start": 3068,
1175
- "answer_end": 3073,
1176
- "answer_category": null
1177
- }
1178
- ],
1179
- "is_impossible": false
1180
- },
1181
- {
1182
- "question": "When Week 11 starts for COS3001 in semester 1, 2022?",
1183
- "id": 346648,
1184
- "answers": [
1185
- {
1186
- "answer_id": 377762,
1187
- "document_id": 606077,
1188
- "question_id": 346648,
1189
- "text": "16 May",
1190
- "answer_start": 3180,
1191
- "answer_end": 3186,
1192
- "answer_category": null
1193
- }
1194
- ],
1195
- "is_impossible": false
1196
- },
1197
- {
1198
- "question": "When Week 12 starts for COS3001 in semester 1, 2022?",
1199
- "id": 346649,
1200
- "answers": [
1201
- {
1202
- "answer_id": 377763,
1203
- "document_id": 606077,
1204
- "question_id": 346649,
1205
- "text": "23 May",
1206
- "answer_start": 3291,
1207
- "answer_end": 3297,
1208
- "answer_category": null
1209
- }
1210
- ],
1211
- "is_impossible": false
1212
- },
1213
- {
1214
- "question": "What is the topic for COS30081 Week 1?",
1215
- "id": 346650,
1216
- "answers": [
1217
- {
1218
- "answer_id": 377700,
1219
- "document_id": 606077,
1220
- "question_id": 346650,
1221
- "text": "Introduction to NLP & Linguistics",
1222
- "answer_start": 2160,
1223
- "answer_end": 2193,
1224
- "answer_category": null
1225
- }
1226
- ],
1227
- "is_impossible": false
1228
- },
1229
- {
1230
- "question": "What is the topic for COS30081 Week 2?",
1231
- "id": 346651,
1232
- "answers": [
1233
- {
1234
- "answer_id": 377704,
1235
- "document_id": 606077,
1236
- "question_id": 346651,
1237
- "text": "Word Tokenization: Dot product, Token improvement, Vocabulary",
1238
- "answer_start": 2253,
1239
- "answer_end": 2314,
1240
- "answer_category": null
1241
- }
1242
- ],
1243
- "is_impossible": false
1244
- },
1245
- {
1246
- "question": "What is the topic for COS30081 Week 3?",
1247
- "id": 346652,
1248
- "answers": [
1249
- {
1250
- "answer_id": 377705,
1251
- "document_id": 606077,
1252
- "question_id": 346652,
1253
- "text": "TF-IDF vectors: Bag of words, Vectorization, Topic modelling",
1254
- "answer_start": 2382,
1255
- "answer_end": 2442,
1256
- "answer_category": null
1257
- }
1258
- ],
1259
- "is_impossible": false
1260
- },
1261
- {
1262
- "question": "What is the topic for COS30081 Week 4?",
1263
- "id": 346653,
1264
- "answers": [
1265
- {
1266
- "answer_id": 377706,
1267
- "document_id": 606077,
1268
- "question_id": 346653,
1269
- "text": "Semantic Analysis: LSA",
1270
- "answer_start": 2499,
1271
- "answer_end": 2521,
1272
- "answer_category": null
1273
- }
1274
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1275
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1276
- },
1277
- {
1278
- "question": "What is the topic for COS30081 Week 5?",
1279
- "id": 346654,
1280
- "answers": [
1281
- {
1282
- "answer_id": 377707,
1283
- "document_id": 606077,
1284
- "question_id": 346654,
1285
- "text": "Introduction to Deep Learning for NLP: Neural network, Word Vectors",
1286
- "answer_start": 2589,
1287
- "answer_end": 2656,
1288
- "answer_category": null
1289
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1290
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1291
- "is_impossible": false
1292
- },
1293
- {
1294
- "question": "What is the topic for COS30081 Week 6?",
1295
- "id": 346655,
1296
- "answers": [
1297
- {
1298
- "answer_id": 377709,
1299
- "document_id": 606077,
1300
- "question_id": 346655,
1301
- "text": "CNN basics and usage for NLP",
1302
- "answer_start": 2732,
1303
- "answer_end": 2760,
1304
- "answer_category": null
1305
- }
1306
- ],
1307
- "is_impossible": false
1308
- },
1309
- {
1310
- "question": "What is the topic for COS30081 Week 7?",
1311
- "id": 346656,
1312
- "answers": [
1313
- {
1314
- "answer_id": 377710,
1315
- "document_id": 606077,
1316
- "question_id": 346656,
1317
- "text": "RNN & LSTM basics",
1318
- "answer_start": 2832,
1319
- "answer_end": 2849,
1320
- "answer_category": null
1321
- }
1322
- ],
1323
- "is_impossible": false
1324
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1325
- {
1326
- "question": "What is the topic for COS30081 Week 8?",
1327
- "id": 346657,
1328
- "answers": [
1329
- {
1330
- "answer_id": 377712,
1331
- "document_id": 606077,
1332
- "question_id": 346657,
1333
- "text": "Transformer basics 1",
1334
- "answer_start": 2910,
1335
- "answer_end": 2930,
1336
- "answer_category": null
1337
- }
1338
- ],
1339
- "is_impossible": false
1340
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1341
- {
1342
- "question": "What is the topic for COS30081 Week 9?",
1343
- "id": 346658,
1344
- "answers": [
1345
- {
1346
- "answer_id": 377714,
1347
- "document_id": 606077,
1348
- "question_id": 346658,
1349
- "text": "Transformer basics 2",
1350
- "answer_start": 2993,
1351
- "answer_end": 3013,
1352
- "answer_category": null
1353
- }
1354
- ],
1355
- "is_impossible": false
1356
- },
1357
- {
1358
- "question": "What is the topic for COS30081 Week 10?",
1359
- "id": 346659,
1360
- "answers": [
1361
- {
1362
- "answer_id": 377701,
1363
- "document_id": 606077,
1364
- "question_id": 346659,
1365
- "text": "Performance Evaluation & Scaling up",
1366
- "answer_start": 3077,
1367
- "answer_end": 3112,
1368
- "answer_category": null
1369
- }
1370
- ],
1371
- "is_impossible": false
1372
- },
1373
- {
1374
- "question": "What is the topic for COS30081 Week 11?",
1375
- "id": 346660,
1376
- "answers": [
1377
- {
1378
- "answer_id": 377702,
1379
- "document_id": 606077,
1380
- "question_id": 346660,
1381
- "text": "Showcase of Real-World Problems",
1382
- "answer_start": 3190,
1383
- "answer_end": 3221,
1384
- "answer_category": null
1385
- }
1386
- ],
1387
- "is_impossible": false
1388
- },
1389
- {
1390
- "question": "What is the topic for COS30081 Week 12?",
1391
- "id": 346661,
1392
- "answers": [
1393
- {
1394
- "answer_id": 377703,
1395
- "document_id": 606077,
1396
- "question_id": 346661,
1397
- "text": "Conclusion and Wrap Up",
1398
- "answer_start": 3301,
1399
- "answer_end": 3323,
1400
- "answer_category": null
1401
- }
1402
- ],
1403
- "is_impossible": false
1404
- },
1405
- {
1406
- "question": "What is the tasks and assessments in Week 1 COS30081?",
1407
- "id": 346662,
1408
- "answers": [
1409
- {
1410
- "answer_id": 377687,
1411
- "document_id": 606077,
1412
- "question_id": 346662,
1413
- "text": "Tutorial 1: Getting Started with Python",
1414
- "answer_start": 2196,
1415
- "answer_end": 2235,
1416
- "answer_category": null
1417
- }
1418
- ],
1419
- "is_impossible": false
1420
- },
1421
- {
1422
- "question": "What is the tasks and assessments in Week 2 COS30081?",
1423
- "id": 346663,
1424
- "answers": [
1425
- {
1426
- "answer_id": 377688,
1427
- "document_id": 606077,
1428
- "question_id": 346663,
1429
- "text": "Tutorial 2: Word Tokenization and Pass Task #1",
1430
- "answer_start": 2317,
1431
- "answer_end": 2363,
1432
- "answer_category": null
1433
- }
1434
- ],
1435
- "is_impossible": false
1436
- },
1437
- {
1438
- "question": "What is the tasks and assessments in Week 3 COS30081?",
1439
- "id": 346664,
1440
- "answers": [
1441
- {
1442
- "answer_id": 377690,
1443
- "document_id": 606077,
1444
- "question_id": 346664,
1445
- "text": "Tutorial 3: TF-IDF and Pass Task #2",
1446
- "answer_start": 2445,
1447
- "answer_end": 2480,
1448
- "answer_category": null
1449
- }
1450
- ],
1451
- "is_impossible": false
1452
- },
1453
- {
1454
- "question": "What is the tasks and assessments in Week 4 COS30081?",
1455
- "id": 346665,
1456
- "answers": [
1457
- {
1458
- "answer_id": 377692,
1459
- "document_id": 606077,
1460
- "question_id": 346665,
1461
- "text": "Tutorial 4: Semantic Analysis and Pass Task #3",
1462
- "answer_start": 2524,
1463
- "answer_end": 2570,
1464
- "answer_category": null
1465
- }
1466
- ],
1467
- "is_impossible": false
1468
- },
1469
- {
1470
- "question": "What is the tasks and assessments in Week 5 COS30081?",
1471
- "id": 346666,
1472
- "answers": [
1473
- {
1474
- "answer_id": 377693,
1475
- "document_id": 606077,
1476
- "question_id": 346666,
1477
- "text": "Tutorial 5: Deep Learning Introduction and Pass Task #4",
1478
- "answer_start": 2659,
1479
- "answer_end": 2714,
1480
- "answer_category": null
1481
- }
1482
- ],
1483
- "is_impossible": false
1484
- },
1485
- {
1486
- "question": "What is the tasks and assessments in Week 6 COS30081?",
1487
- "id": 346667,
1488
- "answers": [
1489
- {
1490
- "answer_id": 377694,
1491
- "document_id": 606077,
1492
- "question_id": 346667,
1493
- "text": "Tutorial 6: Neural Networks & CNN and Pass Task #5",
1494
- "answer_start": 2763,
1495
- "answer_end": 2813,
1496
- "answer_category": null
1497
- }
1498
- ],
1499
- "is_impossible": false
1500
- },
1501
- {
1502
- "question": "What is the tasks and assessments in Week 7 COS30081?",
1503
- "id": 346668,
1504
- "answers": [
1505
- {
1506
- "answer_id": 377698,
1507
- "document_id": 606077,
1508
- "question_id": 346668,
1509
- "text": "Tutorial 7: RNN & LSTM and Pass Task #6",
1510
- "answer_start": 2852,
1511
- "answer_end": 2891,
1512
- "answer_category": null
1513
- }
1514
- ],
1515
- "is_impossible": false
1516
- },
1517
- {
1518
- "question": "What is the tasks and assessments in Week 8 COS30081?",
1519
- "id": 346669,
1520
- "answers": [
1521
- {
1522
- "answer_id": 377697,
1523
- "document_id": 606077,
1524
- "question_id": 346669,
1525
- "text": "Tutorial 8: Transformer 1 and Pass Task #7",
1526
- "answer_start": 2933,
1527
- "answer_end": 2975,
1528
- "answer_category": null
1529
- }
1530
- ],
1531
- "is_impossible": false
1532
- },
1533
- {
1534
- "question": "What is the tasks and assessments in Week 9 COS30081?",
1535
- "id": 346670,
1536
- "answers": [
1537
- {
1538
- "answer_id": 377699,
1539
- "document_id": 606077,
1540
- "question_id": 346670,
1541
- "text": "Tutorial 9: Transformer 2 and Pass Task #8",
1542
- "answer_start": 3016,
1543
- "answer_end": 3058,
1544
- "answer_category": null
1545
- }
1546
- ],
1547
- "is_impossible": false
1548
- },
1549
- {
1550
- "question": "What is the tasks and assessments in Week 10 COS30081?",
1551
- "id": 346671,
1552
- "answers": [
1553
- {
1554
- "answer_id": 377683,
1555
- "document_id": 606077,
1556
- "question_id": 346671,
1557
- "text": "Tutorial 10: Submission of Tutorial 10 and Pass Task #9",
1558
- "answer_start": 3115,
1559
- "answer_end": 3170,
1560
- "answer_category": null
1561
- }
1562
- ],
1563
- "is_impossible": false
1564
- },
1565
- {
1566
- "question": "What is the tasks and assessments in Week 11 COS30081?",
1567
- "id": 346672,
1568
- "answers": [
1569
- {
1570
- "answer_id": 377684,
1571
- "document_id": 606077,
1572
- "question_id": 346672,
1573
- "text": "Tutorial 11: Discussion of Assignment 2 and Pass Task #10",
1574
- "answer_start": 3224,
1575
- "answer_end": 3281,
1576
- "answer_category": null
1577
- }
1578
- ],
1579
- "is_impossible": false
1580
- },
1581
- {
1582
- "question": "What is the tasks and assessments in Week 12 COS30081?",
1583
- "id": 346673,
1584
- "answers": [
1585
- {
1586
- "answer_id": 377685,
1587
- "document_id": 606077,
1588
- "question_id": 346673,
1589
- "text": "Tutorial 12: Discussion of Assignment 2",
1590
- "answer_start": 3326,
1591
- "answer_end": 3365,
1592
- "answer_category": null
1593
- }
1594
- ],
1595
- "is_impossible": false
1596
- },
1597
- {
1598
- "question": "What is the unit name of COS30081?",
1599
- "id": 346563,
1600
- "answers": [
1601
- {
1602
- "answer_id": 377718,
1603
- "document_id": 606077,
1604
- "question_id": 346563,
1605
- "text": "Fundamentals of Natural Language Processing (FNLP)",
1606
- "answer_start": 68,
1607
- "answer_end": 118,
1608
- "answer_category": null
1609
- }
1610
- ],
1611
- "is_impossible": false
1612
- },
1613
- {
1614
- "question": "What is the total contact hours?",
1615
- "id": 346564,
1616
- "answers": [
1617
- {
1618
- "answer_id": 377715,
1619
- "document_id": 606077,
1620
- "question_id": 346564,
1621
- "text": "48 hours",
1622
- "answer_start": 185,
1623
- "answer_end": 193,
1624
- "answer_category": null
1625
- }
1626
- ],
1627
- "is_impossible": false
1628
- },
1629
- {
1630
- "question": "Who is Dr Joel Than Chia Ming?",
1631
- "id": 346581,
1632
- "answers": [
1633
- {
1634
- "answer_id": 377785,
1635
- "document_id": 606077,
1636
- "question_id": 346581,
1637
- "text": "the lecturer and tutor of this unit",
1638
- "answer_start": 1764,
1639
- "answer_end": 1799,
1640
- "answer_category": null
1641
- }
1642
- ],
1643
- "is_impossible": false
1644
- },
1645
- {
1646
- "question": "What are the pre-requisite units for COS30081?",
1647
- "id": 346565,
1648
- "answers": [
1649
- {
1650
- "answer_id": 377643,
1651
- "document_id": 606077,
1652
- "question_id": 346565,
1653
- "text": "COS20015 Fundamentals of Data Management and COS30019 Introduction to Artificial Intelligence",
1654
- "answer_start": 236,
1655
- "answer_end": 329,
1656
- "answer_category": null
1657
- }
1658
- ],
1659
- "is_impossible": false
1660
- },
1661
- {
1662
- "question": "How many pre-requisite unit are there for COS30081?",
1663
- "id": 346566,
1664
- "answers": [
1665
- {
1666
- "answer_id": 377606,
1667
- "document_id": 606077,
1668
- "question_id": 346566,
1669
- "text": "two",
1670
- "answer_start": 202,
1671
- "answer_end": 205,
1672
- "answer_category": null
1673
- }
1674
- ],
1675
- "is_impossible": false
1676
- },
1677
- {
1678
- "question": "What are the assessments for COS30081?",
1679
- "id": 346569,
1680
- "answers": [
1681
- {
1682
- "answer_id": 377639,
1683
- "document_id": 606077,
1684
- "question_id": 346569,
1685
- "text": "Portfolio (for Pass and Credit) - Individual - 100% Weighting\nPortfolio and Interview (for Distinction and High Distinction) - Individual - 100% Weighting",
1686
- "answer_start": 3412,
1687
- "answer_end": 3566,
1688
- "answer_category": null
1689
- }
1690
- ],
1691
- "is_impossible": false
1692
- },
1693
- {
1694
- "question": "What will the students learn in COS30081?",
1695
- "id": 346571,
1696
- "answers": [
1697
- {
1698
- "answer_id": 377733,
1699
- "document_id": 606077,
1700
- "question_id": 346571,
1701
- "text": "equips students with skills to carry out basic text data pre-processing, feature extraction, building and evaluating a text classifier, and visualising NLP results. This unit also exposes students to an advanced NLP technique.",
1702
- "answer_start": 613,
1703
- "answer_end": 839,
1704
- "answer_category": null
1705
- }
1706
- ],
1707
- "is_impossible": false
1708
- },
1709
- {
1710
- "question": "How many unit learning outcome are there in COS30081?",
1711
- "id": 346572,
1712
- "answers": [
1713
- {
1714
- "answer_id": 377616,
1715
- "document_id": 606077,
1716
- "question_id": 346572,
1717
- "text": "4",
1718
- "answer_start": 855,
1719
- "answer_end": 856,
1720
- "answer_category": null
1721
- }
1722
- ],
1723
- "is_impossible": false
1724
- },
1725
- {
1726
- "question": "What are the unit learning outcomes in COS30081?",
1727
- "id": 346573,
1728
- "answers": [
1729
- {
1730
- "answer_id": 377651,
1731
- "document_id": 606077,
1732
- "question_id": 346573,
1733
- "text": "explain the basics of computational linguistics, prepare textual data into suitable representation for text analytics, apply exploratory data analysis and visualisation techniques to textual data, and develop and evaluate text classifiers for general natural language processing tasks",
1734
- "answer_start": 896,
1735
- "answer_end": 1180,
1736
- "answer_category": null
1737
- }
1738
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1739
- "is_impossible": false
1740
- },
1741
- {
1742
- "question": "How to achieve credit grade?",
1743
- "id": 346613,
1744
- "answers": [
1745
- {
1746
- "answer_id": 377627,
1747
- "document_id": 606077,
1748
- "question_id": 346613,
1749
- "text": "all pass tasks and the credit task must be submitted and marked as complete.",
1750
- "answer_start": 4103,
1751
- "answer_end": 4179,
1752
- "answer_category": null
1753
- }
1754
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1755
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1756
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1757
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1758
- "context": "COS30081 is an Artificial Intelligence major unit. The unit name is Fundamentals of Natural Language Processing (FNLP). Its unit code is COS30081. The unit has a total contact hours of 48 hours. It has two pre-requisite units which are COS20015 Fundamentals of Data Management and COS30019 Introduction to Artificial Intelligence. The unit is delivered in blended mode - physical and online. The unit is a portfolio unit which means the assesments are consist of lab tasks and assignments. \n\nThe aim of the unit is to introduce students to the essential natural language processing (NLP) tasks and techniques. It equips students with skills to carry out basic text data pre-processing, feature extraction, building and evaluating a text classifier, and visualising NLP results. This unit also exposes students to an advanced NLP technique. \n\nThe unit has 4 unit learning outcomes (ULO) which are explain the basics of computational linguistics, prepare textual data into suitable representation for text analytics, apply exploratory data analysis and visualisation techniques to textual data, and develop and evaluate text classifiers for general natural language processing tasks. \n\nThis unit may contribute to the development of 3 Swinburne Graduate Attributes which are communication skills, teamwork skills, and digital literacies. The unit's content are basic string analysis techniques, text wrangling, web scrapping and pre-processing, feature extraction, text classifiers information retreival evaluation, visualisation and advanced NLP technique, which may include only one of the following topics: topic modelling, text summarization, vector representation, deep learning, or sentiment analysis.\n\nThe unit teaching staff is Dr Joel Than Chia Ming who is the lecturer and tutor of this unit . He can be contacted through his email which is [email protected]. The learning and teaching structure of the unit consist of two parts which are lectures and tutorials of 24 hours of total contact hours each with two hours each of contact per week. \n\nThe week by week schedule of the unit for Semester 1, 2022 can be observed below:\nWeek 1 (28 Feb) - Introduction to NLP & Linguistics - Tutorial 1: Getting Started with Python\nWeek 2 (7 Mar) - Word Tokenization: Dot product, Token improvement, Vocabulary - Tutorial 2: Word Tokenization and Pass Task #1\nWeek 3 (14 Mar) - TF-IDF vectors: Bag of words, Vectorization, Topic modelling - Tutorial 3: TF-IDF and Pass Task #2\nWeek 4 (21 Mar) - Semantic Analysis: LSA - Tutorial 4: Semantic Analysis and Pass Task #3\nWeek 5 (28 Mar) - Introduction to Deep Learning for NLP: Neural network, Word Vectors - Tutorial 5: Deep Learning Introduction and Pass Task #4\nWeek 6 (4 Apr) - CNN basics and usage for NLP - Tutorial 6: Neural Networks & CNN and Pass Task #5\nWeek 7 (18 Apr) - RNN & LSTM basics - Tutorial 7: RNN & LSTM and Pass Task #6\nWeek 8 (25 Apr) - Transformer basics 1 - Tutorial 8: Transformer 1 and Pass Task #7\nWeek 9 (2 May) - Transformer basics 2 - Tutorial 9: Transformer 2 and Pass Task #8\nWeek 10 (9 May) - Performance Evaluation & Scaling up - Tutorial 10: Submission of Tutorial 10 and Pass Task #9\nWeek 11 (16 May) - Showcase of Real-World Problems - Tutorial 11: Discussion of Assignment 2 and Pass Task #10\nWeek 12 (23 May) - Conclusion and Wrap Up - Tutorial 12: Discussion of Assignment 2\n\nThe assessment overview can be viewed below:\nPortfolio (for Pass and Credit) - Individual - 100% Weighting\nPortfolio and Interview (for Distinction and High Distinction) - Individual - 100% Weighting\n\nThere will be a total of 10 pass tasks. Each pass task is released at the start of each week and is due two weeks after its release. There will be one Credit task which will be made available on 8 April and due on 6 May. There will be one D & HD task for Distinction and High Distinction (D & HD) grade which will be made available on 9 May and due on 3 June. The minimum requirement to pass this unit is to submit a passable portfolio, which means all pass tasks must be submitted and marked as complete. To achieve credit (C) grade, all pass tasks and the credit task must be submitted and marked as complete. To achieve distinction (D), all pass tasks, credit task and the D & HD task must be submitted and obtain at least 70 marks for it. To achieve high distinction (HD), all pass tasks, credit task and the D & HD task must be submitted and obtain at least 80 marks for it.\n\nUnless an extension has been approved, late submissions will result in a penalty. You will be penalised 10% of your mark for each working day the task is late, up to a maximum of 5 days. After 5 working days, a zero result will be recorded. There will be two tutorial session available each week with one hybrid session and one online session. The hybrid tutorial is on the Monday of the week at 9:00 am. whereas, the online session is on the Thursday of the week at 11:00 am. There will be one lecture session on the Tuesday of the week at 9:00 am. All sessions or classes will be recorded. All the lecture and tutorial materials as well as the recordings for all sessions are available on Canvas.",
1759
- "document_id": 606077
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1764
- }