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Ahmedhany216
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Monglish_chatbot

TensorBoard
Safetensors
roberta
Generated from Trainer
Model card Files Metrics Community
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Browse files
Files changed (31) hide show
  1. .config/.last_opt_in_prompt.yaml +1 -0
  2. .config/.last_survey_prompt.yaml +1 -0
  3. .config/.last_update_check.json +1 -0
  4. .config/active_config +1 -0
  5. .config/config_sentinel +0 -0
  6. .config/configurations/config_default +6 -0
  7. .config/default_configs.db +0 -0
  8. .config/gce +1 -0
  9. .config/hidden_gcloud_config_universe_descriptor_data_cache_configs.db +0 -0
  10. .config/logs/2024.08.22/13.23.30.022570.log +764 -0
  11. .config/logs/2024.08.22/13.23.50.415253.log +5 -0
  12. .config/logs/2024.08.22/13.24.01.026473.log +123 -0
  13. .config/logs/2024.08.22/13.24.01.867654.log +5 -0
  14. .config/logs/2024.08.22/13.24.12.258567.log +8 -0
  15. .config/logs/2024.08.22/13.24.12.910453.log +8 -0
  16. .gitattributes +2 -0
  17. README.md +84 -0
  18. config.json +62 -0
  19. data.csv +70 -0
  20. data.json +79 -0
  21. logs/events.out.tfevents.1724588857.015b06f1f5b6.212.0 +3 -0
  22. logs/events.out.tfevents.1724588941.015b06f1f5b6.212.1 +3 -0
  23. logs/events.out.tfevents.1724589181.015b06f1f5b6.212.2 +3 -0
  24. model.safetensors +3 -0
  25. sample_data/README.md +19 -0
  26. sample_data/anscombe.json +49 -0
  27. sample_data/california_housing_test.csv +0 -0
  28. sample_data/california_housing_train.csv +0 -0
  29. sample_data/mnist_test.csv +3 -0
  30. sample_data/mnist_train_small.csv +3 -0
  31. training_args.bin +3 -0
.config/.last_opt_in_prompt.yaml ADDED
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.config/.last_survey_prompt.yaml ADDED
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+ last_prompt_time: 1724333040.5006073
.config/.last_update_check.json ADDED
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+ {"last_update_check_time": 1724333041.4194481, "last_update_check_revision": 20240816183020, "notifications": [], "last_nag_times": {}}
.config/active_config ADDED
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.config/configurations/config_default ADDED
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+ [component_manager]
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+ disable_update_check = true
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+ [compute]
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+ gce_metadata_read_timeout_sec = 0
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.config/default_configs.db ADDED
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.config/gce ADDED
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.config/logs/2024.08.22/13.23.30.022570.log ADDED
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540
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542
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543
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544
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545
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546
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547
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548
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549
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550
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551
+
552
+ 2024-08-22 13:23:43,609 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
553
+
554
+ 2024-08-22 13:23:43,609 INFO ___FILE_ONLY___ ╠═ Installing: BigQuery Command Line Tool (Platform Spec... ═╣
555
+
556
+ 2024-08-22 13:23:43,610 INFO ___FILE_ONLY___ ╚
557
+ 2024-08-22 13:23:43,610 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
558
+ 2024-08-22 13:23:43,610 INFO ___FILE_ONLY___ ╝
559
+
560
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561
+
562
+ 2024-08-22 13:23:43,617 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.11 ═╣
563
+
564
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565
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566
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568
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569
+
570
+ 2024-08-22 13:23:43,625 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.11 (Platform Specific) ═╣
571
+
572
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573
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574
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575
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578
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580
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610
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611
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620
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622
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623
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624
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625
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626
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627
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628
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629
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630
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632
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633
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634
+
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636
+
637
+ 2024-08-22 13:23:48,331 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool ═╣
638
+
639
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640
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642
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659
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670
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681
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682
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683
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684
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685
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686
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687
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688
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689
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690
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691
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692
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693
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694
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695
+ 2024-08-22 13:23:49,730 INFO ___FILE_ONLY___ ═
696
+ 2024-08-22 13:23:49,741 INFO ___FILE_ONLY___ ═
697
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698
+ 2024-08-22 13:23:49,781 INFO ___FILE_ONLY___ ═
699
+ 2024-08-22 13:23:49,799 INFO ___FILE_ONLY___ ═
700
+ 2024-08-22 13:23:49,799 INFO ___FILE_ONLY___ ╝
701
+
702
+ 2024-08-22 13:23:49,878 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
703
+
704
+ 2024-08-22 13:23:49,878 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool (Platform... ═╣
705
+
706
+ 2024-08-22 13:23:49,878 INFO ___FILE_ONLY___ ╚
707
+ 2024-08-22 13:23:49,879 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
708
+ 2024-08-22 13:23:49,879 INFO ___FILE_ONLY___ ╝
709
+
710
+ 2024-08-22 13:23:49,887 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
711
+
712
+ 2024-08-22 13:23:49,887 INFO ___FILE_ONLY___ ╠═ Installing: Default set of gcloud commands ═╣
713
+
714
+ 2024-08-22 13:23:49,887 INFO ___FILE_ONLY___ ╚
715
+ 2024-08-22 13:23:49,892 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
716
+ 2024-08-22 13:23:49,893 INFO ___FILE_ONLY___ ╝
717
+
718
+ 2024-08-22 13:23:49,894 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
719
+
720
+ 2024-08-22 13:23:49,895 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CLI Core Libraries (Platform... ═╣
721
+
722
+ 2024-08-22 13:23:49,895 INFO ___FILE_ONLY___ ╚
723
+ 2024-08-22 13:23:49,896 INFO ___FILE_ONLY___ ══════════════════════════════
724
+ 2024-08-22 13:23:49,896 INFO ___FILE_ONLY___ ══════════════════════════════
725
+ 2024-08-22 13:23:49,896 INFO ___FILE_ONLY___ ╝
726
+
727
+ 2024-08-22 13:23:49,903 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
728
+
729
+ 2024-08-22 13:23:49,904 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool ═╣
730
+
731
+ 2024-08-22 13:23:49,904 INFO ___FILE_ONLY___ ╚
732
+ 2024-08-22 13:23:49,909 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
733
+ 2024-08-22 13:23:49,909 INFO ___FILE_ONLY___ ╝
734
+
735
+ 2024-08-22 13:23:49,911 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
736
+
737
+ 2024-08-22 13:23:49,911 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool (Platform S... ═╣
738
+
739
+ 2024-08-22 13:23:49,911 INFO ___FILE_ONLY___ ╚
740
+ 2024-08-22 13:23:49,949 INFO ___FILE_ONLY___ ══════════════════════════════
741
+ 2024-08-22 13:23:49,950 INFO ___FILE_ONLY___ ══════════════════════════════
742
+ 2024-08-22 13:23:49,950 INFO ___FILE_ONLY___ ╝
743
+
744
+ 2024-08-22 13:23:49,957 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
745
+
746
+ 2024-08-22 13:23:49,958 INFO ___FILE_ONLY___ ╠═ Installing: gcloud cli dependencies (Platform Specific) ═╣
747
+
748
+ 2024-08-22 13:23:49,958 INFO ___FILE_ONLY___ ╚
749
+ 2024-08-22 13:23:49,958 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
750
+ 2024-08-22 13:23:49,958 INFO ___FILE_ONLY___ ╝
751
+
752
+ 2024-08-22 13:23:49,967 DEBUG root Updating notification cache...
753
+ 2024-08-22 13:23:49,968 INFO ___FILE_ONLY___
754
+
755
+ 2024-08-22 13:23:49,969 INFO ___FILE_ONLY___ Performing post processing steps...
756
+ 2024-08-22 13:23:49,970 DEBUG root Executing command: ['/tools/google-cloud-sdk/bin/gcloud', 'components', 'post-process']
757
+ 2024-08-22 13:24:00,444 DEBUG ___FILE_ONLY___
758
+ 2024-08-22 13:24:00,445 DEBUG ___FILE_ONLY___
759
+ 2024-08-22 13:24:00,496 INFO ___FILE_ONLY___
760
+ Update done!
761
+
762
+
763
+ 2024-08-22 13:24:00,499 DEBUG root Chosen display Format:none
764
+ 2024-08-22 13:24:00,499 INFO root Display format: "none"
.config/logs/2024.08.22/13.23.50.415253.log ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ 2024-08-22 13:23:50,416 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2024-08-22 13:23:50,418 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
3
+ 2024-08-22 13:23:50,420 DEBUG root Running [gcloud.components.post-process] with arguments: []
4
+ 2024-08-22 13:24:00,362 DEBUG root Chosen display Format:none
5
+ 2024-08-22 13:24:00,363 INFO root Display format: "none"
.config/logs/2024.08.22/13.24.01.026473.log ADDED
@@ -0,0 +1,123 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2024-08-22 13:24:01,027 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2024-08-22 13:24:01,029 DEBUG root Loaded Command Group: ['gcloud', 'components', 'update']
3
+ 2024-08-22 13:24:01,032 DEBUG root Running [gcloud.components.update] with arguments: [--quiet: "True", COMPONENT-IDS:8: "['gcloud', 'core', 'bq', 'gsutil', 'compute', 'preview', 'alpha', 'beta']"]
4
+ 2024-08-22 13:24:01,033 INFO ___FILE_ONLY___ Beginning update. This process may take several minutes.
5
+
6
+ 2024-08-22 13:24:01,041 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
7
+ 2024-08-22 13:24:01,100 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components-2.json HTTP/1.1" 200 229029
8
+ 2024-08-22 13:24:01,118 WARNING root Component [compute] no longer exists.
9
+ 2024-08-22 13:24:01,118 WARNING root Component [preview] no longer exists.
10
+ 2024-08-22 13:24:01,119 INFO ___FILE_ONLY___
11
+
12
+ 2024-08-22 13:24:01,119 INFO ___FILE_ONLY___
13
+ Your current Google Cloud CLI version is: 489.0.0
14
+
15
+ 2024-08-22 13:24:01,120 INFO ___FILE_ONLY___ Installing components from version: 489.0.0
16
+
17
+ 2024-08-22 13:24:01,120 INFO ___FILE_ONLY___
18
+
19
+ 2024-08-22 13:24:01,120 DEBUG root Chosen display Format:table[box,title="These components will be removed."](details.display_name:label=Name:align=left,version.version_string:label=Version:align=right,data.size.size(zero="",min=1048576):label=Size:align=right)
20
+ 2024-08-22 13:24:01,121 DEBUG root Chosen display Format:table[box,title="These components will be updated."](details.display_name:label=Name:align=left,version.version_string:label=Version:align=right,data.size.size(zero="",min=1048576):label=Size:align=right)
21
+ 2024-08-22 13:24:01,121 DEBUG root Chosen display Format:table[box,title="These components will be installed."](details.display_name:label=Name:align=left,version.version_string:label=Version:align=right,data.size.size(zero="",min=1048576):label=Size:align=right)
22
+ 2024-08-22 13:24:01,138 INFO ___FILE_ONLY___ ┌──────────────────────────────────────────────┐
23
+ 2024-08-22 13:24:01,138 INFO ___FILE_ONLY___
24
+
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README.md ADDED
@@ -0,0 +1,84 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ license: mit
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+ base_model: roberta-base
4
+ tags:
5
+ - generated_from_trainer
6
+ metrics:
7
+ - f1
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+ model-index:
9
+ - name: Monglish_chatbot
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+ results: []
11
+ ---
12
+
13
+ <!-- This model card has been generated automatically according to the information the Trainer had access to. You
14
+ should probably proofread and complete it, then remove this comment. -->
15
+
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+ # Monglish_chatbot
17
+
18
+ This model is a fine-tuned version of [roberta-base](https://huggingface.co/roberta-base) on an unknown dataset.
19
+ It achieves the following results on the evaluation set:
20
+ - Loss: 0.4413
21
+ - F1: 0.9286
22
+
23
+ ## Model description
24
+
25
+ More information needed
26
+
27
+ ## Intended uses & limitations
28
+
29
+ More information needed
30
+
31
+ ## Training and evaluation data
32
+
33
+ More information needed
34
+
35
+ ## Training procedure
36
+
37
+ ### Training hyperparameters
38
+
39
+ The following hyperparameters were used during training:
40
+ - learning_rate: 2e-05
41
+ - train_batch_size: 4
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+ - eval_batch_size: 4
43
+ - seed: 42
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+ - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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+ - lr_scheduler_type: linear
46
+ - num_epochs: 25
47
+
48
+ ### Training results
49
+
50
+ | Training Loss | Epoch | Step | Validation Loss | F1 |
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+ |:-------------:|:-----:|:----:|:---------------:|:------:|
52
+ | 2.6862 | 1.0 | 14 | 2.7000 | 0.0 |
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+ | 2.7247 | 2.0 | 28 | 2.6786 | 0.0 |
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+ | 2.7909 | 3.0 | 42 | 2.6144 | 0.3571 |
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+ | 2.7791 | 4.0 | 56 | 2.3593 | 0.4286 |
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+ | 2.0472 | 5.0 | 70 | 1.9184 | 0.5714 |
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+ | 1.9152 | 6.0 | 84 | 1.6711 | 0.6429 |
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+ | 1.096 | 7.0 | 98 | 1.4660 | 0.7143 |
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+ | 0.9427 | 8.0 | 112 | 1.2447 | 0.7143 |
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+ | 1.019 | 9.0 | 126 | 1.1048 | 0.7857 |
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+ | 0.7788 | 10.0 | 140 | 0.9651 | 0.8571 |
62
+ | 0.6109 | 11.0 | 154 | 0.8429 | 0.9286 |
63
+ | 0.6004 | 12.0 | 168 | 0.7675 | 0.8571 |
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+ | 0.3126 | 13.0 | 182 | 0.6817 | 0.9286 |
65
+ | 0.2096 | 14.0 | 196 | 0.6414 | 0.9286 |
66
+ | 0.3601 | 15.0 | 210 | 0.6030 | 0.9286 |
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+ | 0.3269 | 16.0 | 224 | 0.5345 | 0.9286 |
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+ | 0.2457 | 17.0 | 238 | 0.5132 | 0.9286 |
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+ | 0.1686 | 18.0 | 252 | 0.4870 | 0.9286 |
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+ | 0.0845 | 19.0 | 266 | 0.4625 | 0.9286 |
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+ | 0.1983 | 20.0 | 280 | 0.4521 | 0.9286 |
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+ | 0.0878 | 21.0 | 294 | 0.4449 | 0.9286 |
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+ | 0.1363 | 22.0 | 308 | 0.4533 | 0.9286 |
74
+ | 0.1675 | 23.0 | 322 | 0.4502 | 0.9286 |
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+ | 0.1459 | 24.0 | 336 | 0.4437 | 0.9286 |
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+ | 0.1118 | 25.0 | 350 | 0.4413 | 0.9286 |
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+
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+
79
+ ### Framework versions
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+
81
+ - Transformers 4.42.4
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+ - Pytorch 2.3.1+cu121
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+ - Datasets 2.21.0
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+ - Tokenizers 0.19.1
config.json ADDED
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1
+ {
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+ "_name_or_path": "roberta-base",
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+ "architectures": [
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+ "RobertaForSequenceClassification"
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+ ],
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+ "attention_probs_dropout_prob": 0.1,
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+ "id2label": {
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+ "0": "LABEL_0",
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+ "1": "LABEL_1",
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+ "2": "LABEL_2",
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+ "3": "LABEL_3",
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+ "9": "LABEL_9",
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+ "10": "LABEL_10",
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+ "11": "LABEL_11",
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+ "12": "LABEL_12",
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+ "13": "LABEL_13",
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+ "14": "LABEL_14"
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+ },
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+ "initializer_range": 0.02,
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+ "intermediate_size": 3072,
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+ "label2id": {
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+ "LABEL_9": 9
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+ },
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+ "layer_norm_eps": 1e-05,
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+ "max_position_embeddings": 514,
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+ "model_type": "roberta",
52
+ "num_attention_heads": 12,
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+ "num_hidden_layers": 12,
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+ "pad_token_id": 1,
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+ "position_embedding_type": "absolute",
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+ "problem_type": "single_label_classification",
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+ "torch_dtype": "float32",
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+ "transformers_version": "4.42.4",
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+ "type_vocab_size": 1,
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+ "use_cache": true,
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+ "vocab_size": 50265
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+ }
data.csv ADDED
@@ -0,0 +1,70 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ text,label,response
2
+ Hi,greeting,Hello! How can I assist you with your English course today?
3
+ Hi,greeting,Hi there! What can I help you with regarding Monglish?
4
+ Hello,greeting,Hello! How can I assist you with your English course today?
5
+ Hello,greeting,Hi there! What can I help you with regarding Monglish?
6
+ Good morning,greeting,Hello! How can I assist you with your English course today?
7
+ Good morning,greeting,Hi there! What can I help you with regarding Monglish?
8
+ Good afternoon,greeting,Hello! How can I assist you with your English course today?
9
+ Good afternoon,greeting,Hi there! What can I help you with regarding Monglish?
10
+ Hey,greeting,Hello! How can I assist you with your English course today?
11
+ Hey,greeting,Hi there! What can I help you with regarding Monglish?
12
+ Is anyone there?,greeting,Hello! How can I assist you with your English course today?
13
+ Is anyone there?,greeting,Hi there! What can I help you with regarding Monglish?
14
+ What courses do you offer?,courses_offered,"Monglish offers a variety of English courses, including beginner, intermediate, and advanced levels. We also provide specialized courses in Business English, Conversational English, and IELTS preparation."
15
+ Tell me about your courses,courses_offered,"Monglish offers a variety of English courses, including beginner, intermediate, and advanced levels. We also provide specialized courses in Business English, Conversational English, and IELTS preparation."
16
+ Do you offer any English courses?,courses_offered,"Monglish offers a variety of English courses, including beginner, intermediate, and advanced levels. We also provide specialized courses in Business English, Conversational English, and IELTS preparation."
17
+ What types of English courses are available?,courses_offered,"Monglish offers a variety of English courses, including beginner, intermediate, and advanced levels. We also provide specialized courses in Business English, Conversational English, and IELTS preparation."
18
+ How long are the courses?,course_duration,"Our courses vary in length. Typically, each level lasts 8 to 12 weeks, depending on the intensity of the program you choose."
19
+ What is the duration of the courses?,course_duration,"Our courses vary in length. Typically, each level lasts 8 to 12 weeks, depending on the intensity of the program you choose."
20
+ How many weeks is the course?,course_duration,"Our courses vary in length. Typically, each level lasts 8 to 12 weeks, depending on the intensity of the program you choose."
21
+ What is the length of your courses?,course_duration,"Our courses vary in length. Typically, each level lasts 8 to 12 weeks, depending on the intensity of the program you choose."
22
+ How much do the courses cost?,course_fees,The fees for our courses vary depending on the level and type of course. Please visit our website or contact us directly for the most accurate and up-to-date pricing.
23
+ What are the fees for your courses?,course_fees,The fees for our courses vary depending on the level and type of course. Please visit our website or contact us directly for the most accurate and up-to-date pricing.
24
+ What is the price of your English courses?,course_fees,The fees for our courses vary depending on the level and type of course. Please visit our website or contact us directly for the most accurate and up-to-date pricing.
25
+ Can you tell me the course fee?,course_fees,The fees for our courses vary depending on the level and type of course. Please visit our website or contact us directly for the most accurate and up-to-date pricing.
26
+ How do I enroll?,enrollment_process,"To enroll in a Monglish course, you can sign up through our website by selecting the course you're interested in and following the registration instructions. Alternatively, you can visit our center or contact us for assistance."
27
+ What is the enrollment process?,enrollment_process,"To enroll in a Monglish course, you can sign up through our website by selecting the course you're interested in and following the registration instructions. Alternatively, you can visit our center or contact us for assistance."
28
+ How can I sign up for a course?,enrollment_process,"To enroll in a Monglish course, you can sign up through our website by selecting the course you're interested in and following the registration instructions. Alternatively, you can visit our center or contact us for assistance."
29
+ What are the steps to join a course?,enrollment_process,"To enroll in a Monglish course, you can sign up through our website by selecting the course you're interested in and following the registration instructions. Alternatively, you can visit our center or contact us for assistance."
30
+ What is the course schedule?,course_schedule,"We offer flexible scheduling options, including morning, afternoon, and evening classes. You can choose the time that best fits your schedule."
31
+ When are the classes held?,course_schedule,"We offer flexible scheduling options, including morning, afternoon, and evening classes. You can choose the time that best fits your schedule."
32
+ Do you have evening classes?,course_schedule,"We offer flexible scheduling options, including morning, afternoon, and evening classes. You can choose the time that best fits your schedule."
33
+ What time are the classes?,course_schedule,"We offer flexible scheduling options, including morning, afternoon, and evening classes. You can choose the time that best fits your schedule."
34
+ Who are the instructors?,instructors,"Our instructors are highly qualified and experienced professionals, including both native and non-native English speakers. They are dedicated to helping you achieve your language goals."
35
+ Tell me about your teachers,instructors,"Our instructors are highly qualified and experienced professionals, including both native and non-native English speakers. They are dedicated to helping you achieve your language goals."
36
+ Are your instructors native speakers?,instructors,"Our instructors are highly qualified and experienced professionals, including both native and non-native English speakers. They are dedicated to helping you achieve your language goals."
37
+ Who will be teaching the course?,instructors,"Our instructors are highly qualified and experienced professionals, including both native and non-native English speakers. They are dedicated to helping you achieve your language goals."
38
+ What is your refund policy?,refund_policy,Monglish offers a refund policy that allows you to cancel your enrollment within the first week of the course for a full refund. Please refer to our terms and conditions for more details.
39
+ Can I get a refund if I cancel?,refund_policy,Monglish offers a refund policy that allows you to cancel your enrollment within the first week of the course for a full refund. Please refer to our terms and conditions for more details.
40
+ Do you offer refunds?,refund_policy,Monglish offers a refund policy that allows you to cancel your enrollment within the first week of the course for a full refund. Please refer to our terms and conditions for more details.
41
+ What happens if I want to withdraw?,refund_policy,Monglish offers a refund policy that allows you to cancel your enrollment within the first week of the course for a full refund. Please refer to our terms and conditions for more details.
42
+ What materials are provided?,course_materials,"We provide all necessary course materials, including textbooks, workbooks, and access to online resources. Some courses may also include supplementary materials."
43
+ Do you provide textbooks?,course_materials,"We provide all necessary course materials, including textbooks, workbooks, and access to online resources. Some courses may also include supplementary materials."
44
+ What resources will I get?,course_materials,"We provide all necessary course materials, including textbooks, workbooks, and access to online resources. Some courses may also include supplementary materials."
45
+ Are there any additional materials?,course_materials,"We provide all necessary course materials, including textbooks, workbooks, and access to online resources. Some courses may also include supplementary materials."
46
+ How can I contact you?,contact_information,"You can contact us via phone at [Your Phone Number], email at [Your Email Address], or visit our office at [Your Office Address]. We look forward to hearing from you!"
47
+ What is your phone number?,contact_information,"You can contact us via phone at [Your Phone Number], email at [Your Email Address], or visit our office at [Your Office Address]. We look forward to hearing from you!"
48
+ Where is your office?,contact_information,"You can contact us via phone at [Your Phone Number], email at [Your Email Address], or visit our office at [Your Office Address]. We look forward to hearing from you!"
49
+ Can I visit your office?,contact_information,"You can contact us via phone at [Your Phone Number], email at [Your Email Address], or visit our office at [Your Office Address]. We look forward to hearing from you!"
50
+ How do I get in touch?,contact_information,"You can contact us via phone at [Your Phone Number], email at [Your Email Address], or visit our office at [Your Office Address]. We look forward to hearing from you!"
51
+ Do you offer online courses?,online_courses,"Yes, Monglish offers a range of online courses that you can take from the comfort of your home. Our online platform is easy to use and provides the same high-quality learning experience as our in-person classes."
52
+ Can I take courses online?,online_courses,"Yes, Monglish offers a range of online courses that you can take from the comfort of your home. Our online platform is easy to use and provides the same high-quality learning experience as our in-person classes."
53
+ What online learning options do you have?,online_courses,"Yes, Monglish offers a range of online courses that you can take from the comfort of your home. Our online platform is easy to use and provides the same high-quality learning experience as our in-person classes."
54
+ Are your courses available remotely?,online_courses,"Yes, Monglish offers a range of online courses that you can take from the comfort of your home. Our online platform is easy to use and provides the same high-quality learning experience as our in-person classes."
55
+ Do you provide certificates?,certification,"Upon successful completion of our courses, you will receive a certificate of achievement from Monglish, recognizing your progress and proficiency."
56
+ Will I get a certificate?,certification,"Upon successful completion of our courses, you will receive a certificate of achievement from Monglish, recognizing your progress and proficiency."
57
+ Is there a certificate after the course?,certification,"Upon successful completion of our courses, you will receive a certificate of achievement from Monglish, recognizing your progress and proficiency."
58
+ What kind of certification do you offer?,certification,"Upon successful completion of our courses, you will receive a certificate of achievement from Monglish, recognizing your progress and proficiency."
59
+ Where are you located?,location,We are located at [Your Address]. You can visit us during our office hours for any inquiries or assistance.
60
+ What is your address?,location,We are located at [Your Address]. You can visit us during our office hours for any inquiries or assistance.
61
+ Where can I find you?,location,We are located at [Your Address]. You can visit us during our office hours for any inquiries or assistance.
62
+ What is your office location?,location,We are located at [Your Address]. You can visit us during our office hours for any inquiries or assistance.
63
+ What is the class size?,class_size,"Our class sizes are kept small, typically between 8 to 15 students, to ensure personalized attention and effective learning."
64
+ How many students per class?,class_size,"Our class sizes are kept small, typically between 8 to 15 students, to ensure personalized attention and effective learning."
65
+ Is it a large class?,class_size,"Our class sizes are kept small, typically between 8 to 15 students, to ensure personalized attention and effective learning."
66
+ How many people will be in my class?,class_size,"Our class sizes are kept small, typically between 8 to 15 students, to ensure personalized attention and effective learning."
67
+ What payment methods do you accept?,payment_methods,"We accept various payment methods, including credit cards, bank transfers, and cash. Installment plans are also available for some courses."
68
+ How can I pay?,payment_methods,"We accept various payment methods, including credit cards, bank transfers, and cash. Installment plans are also available for some courses."
69
+ Do you accept credit cards?,payment_methods,"We accept various payment methods, including credit cards, bank transfers, and cash. Installment plans are also available for some courses."
70
+ Can I pay in installments?,payment_methods,"We accept various payment methods, including credit cards, bank transfers, and cash. Installment plans are also available for some courses."
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+ {
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+ "intents": [
3
+ {
4
+ "tag": "greeting",
5
+ "patterns": ["Hi", "Hello", "Good morning", "Good afternoon", "Hey", "Is anyone there?"],
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+ "responses": ["Hello! How can I assist you with your English course today?", "Hi there! What can I help you with regarding Monglish?"]
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+ },
8
+ {
9
+ "tag": "courses_offered",
10
+ "patterns": ["What courses do you offer?", "Tell me about your courses", "Do you offer any English courses?", "What types of English courses are available?"],
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+ "responses": ["Monglish offers a variety of English courses, including beginner, intermediate, and advanced levels. We also provide specialized courses in Business English, Conversational English, and IELTS preparation."]
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+ },
13
+ {
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+ "tag": "course_duration",
15
+ "patterns": ["How long are the courses?", "What is the duration of the courses?", "How many weeks is the course?", "What is the length of your courses?"],
16
+ "responses": ["Our courses vary in length. Typically, each level lasts 8 to 12 weeks, depending on the intensity of the program you choose."]
17
+ },
18
+ {
19
+ "tag": "course_fees",
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+ "patterns": ["How much do the courses cost?", "What are the fees for your courses?", "What is the price of your English courses?", "Can you tell me the course fee?"],
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+ "responses": ["The fees for our courses vary depending on the level and type of course. Please visit our website or contact us directly for the most accurate and up-to-date pricing."]
22
+ },
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+ {
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+ "tag": "enrollment_process",
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+ "patterns": ["How do I enroll?", "What is the enrollment process?", "How can I sign up for a course?", "What are the steps to join a course?"],
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+ "responses": ["To enroll in a Monglish course, you can sign up through our website by selecting the course you're interested in and following the registration instructions. Alternatively, you can visit our center or contact us for assistance."]
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+ },
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+ {
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+ "tag": "course_schedule",
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+ "patterns": ["What is the course schedule?", "When are the classes held?", "Do you have evening classes?", "What time are the classes?"],
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+ "responses": ["We offer flexible scheduling options, including morning, afternoon, and evening classes. You can choose the time that best fits your schedule."]
32
+ },
33
+ {
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+ "tag": "instructors",
35
+ "patterns": ["Who are the instructors?", "Tell me about your teachers", "Are your instructors native speakers?", "Who will be teaching the course?"],
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+ "responses": ["Our instructors are highly qualified and experienced professionals, including both native and non-native English speakers. They are dedicated to helping you achieve your language goals."]
37
+ },
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+ {
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+ "tag": "refund_policy",
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+ "patterns": ["What is your refund policy?", "Can I get a refund if I cancel?", "Do you offer refunds?", "What happens if I want to withdraw?"],
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+ "responses": ["Monglish offers a refund policy that allows you to cancel your enrollment within the first week of the course for a full refund. Please refer to our terms and conditions for more details."]
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+ },
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+ {
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+ "tag": "course_materials",
45
+ "patterns": ["What materials are provided?", "Do you provide textbooks?", "What resources will I get?", "Are there any additional materials?"],
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+ "responses": ["We provide all necessary course materials, including textbooks, workbooks, and access to online resources. Some courses may also include supplementary materials."]
47
+ },
48
+ {
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+ "tag": "contact_information",
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+ "patterns": ["How can I contact you?", "What is your phone number?", "Where is your office?", "Can I visit your office?", "How do I get in touch?"],
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+ "responses": ["You can contact us via phone at [Your Phone Number], email at [Your Email Address], or visit our office at [Your Office Address]. We look forward to hearing from you!"]
52
+ },
53
+ {
54
+ "tag": "online_courses",
55
+ "patterns": ["Do you offer online courses?", "Can I take courses online?", "What online learning options do you have?", "Are your courses available remotely?"],
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+ "responses": ["Yes, Monglish offers a range of online courses that you can take from the comfort of your home. Our online platform is easy to use and provides the same high-quality learning experience as our in-person classes."]
57
+ },
58
+ {
59
+ "tag": "certification",
60
+ "patterns": ["Do you provide certificates?", "Will I get a certificate?", "Is there a certificate after the course?", "What kind of certification do you offer?"],
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+ "responses": ["Upon successful completion of our courses, you will receive a certificate of achievement from Monglish, recognizing your progress and proficiency."]
62
+ },
63
+ {
64
+ "tag": "location",
65
+ "patterns": ["Where are you located?", "What is your address?", "Where can I find you?", "What is your office location?"],
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+ "responses": ["We are located at [Your Address]. You can visit us during our office hours for any inquiries or assistance."]
67
+ },
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+ {
69
+ "tag": "class_size",
70
+ "patterns": ["What is the class size?", "How many students per class?", "Is it a large class?", "How many people will be in my class?"],
71
+ "responses": ["Our class sizes are kept small, typically between 8 to 15 students, to ensure personalized attention and effective learning."]
72
+ },
73
+ {
74
+ "tag": "payment_methods",
75
+ "patterns": ["What payment methods do you accept?", "How can I pay?", "Do you accept credit cards?", "Can I pay in installments?"],
76
+ "responses": ["We accept various payment methods, including credit cards, bank transfers, and cash. Installment plans are also available for some courses."]
77
+ }
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+ ]
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+ }
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1
+ This directory includes a few sample datasets to get you started.
2
+
3
+ * `california_housing_data*.csv` is California housing data from the 1990 US
4
+ Census; more information is available at:
5
+ https://developers.google.com/machine-learning/crash-course/california-housing-data-description
6
+
7
+ * `mnist_*.csv` is a small sample of the
8
+ [MNIST database](https://en.wikipedia.org/wiki/MNIST_database), which is
9
+ described at: http://yann.lecun.com/exdb/mnist/
10
+
11
+ * `anscombe.json` contains a copy of
12
+ [Anscombe's quartet](https://en.wikipedia.org/wiki/Anscombe%27s_quartet); it
13
+ was originally described in
14
+
15
+ Anscombe, F. J. (1973). 'Graphs in Statistical Analysis'. American
16
+ Statistician. 27 (1): 17-21. JSTOR 2682899.
17
+
18
+ and our copy was prepared by the
19
+ [vega_datasets library](https://github.com/altair-viz/vega_datasets/blob/4f67bdaad10f45e3549984e17e1b3088c731503d/vega_datasets/_data/anscombe.json).
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+ [
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+ {"Series":"I", "X":10.0, "Y":8.04},
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+ {"Series":"I", "X":8.0, "Y":6.95},
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+ {"Series":"I", "X":13.0, "Y":7.58},
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+ {"Series":"I", "X":11.0, "Y":8.33},
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+ {"Series":"I", "X":14.0, "Y":9.96},
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+ {"Series":"I", "X":6.0, "Y":7.24},
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+ {"Series":"I", "X":4.0, "Y":4.26},
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+ {"Series":"I", "X":12.0, "Y":10.84},
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+ {"Series":"I", "X":7.0, "Y":4.81},
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+ {"Series":"I", "X":5.0, "Y":5.68},
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+
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+ {"Series":"II", "X":10.0, "Y":9.14},
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+ {"Series":"II", "X":8.0, "Y":8.14},
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+ {"Series":"II", "X":13.0, "Y":8.74},
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+ {"Series":"II", "X":9.0, "Y":8.77},
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+ {"Series":"II", "X":11.0, "Y":9.26},
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+ {"Series":"II", "X":14.0, "Y":8.10},
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+ {"Series":"II", "X":6.0, "Y":6.13},
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+ {"Series":"II", "X":4.0, "Y":3.10},
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+ {"Series":"II", "X":12.0, "Y":9.13},
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+ {"Series":"II", "X":7.0, "Y":7.26},
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+ {"Series":"II", "X":5.0, "Y":4.74},
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+
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+ {"Series":"III", "X":10.0, "Y":7.46},
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+ {"Series":"III", "X":8.0, "Y":6.77},
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+ {"Series":"III", "X":13.0, "Y":12.74},
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+ {"Series":"III", "X":9.0, "Y":7.11},
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+ {"Series":"III", "X":11.0, "Y":7.81},
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+ {"Series":"III", "X":14.0, "Y":8.84},
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+ {"Series":"III", "X":6.0, "Y":6.08},
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+ {"Series":"III", "X":4.0, "Y":5.39},
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+ {"Series":"III", "X":12.0, "Y":8.15},
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+ {"Series":"III", "X":7.0, "Y":6.42},
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+ {"Series":"III", "X":5.0, "Y":5.73},
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+
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+ {"Series":"IV", "X":8.0, "Y":6.58},
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+ {"Series":"IV", "X":8.0, "Y":5.76},
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+ {"Series":"IV", "X":8.0, "Y":7.71},
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+ {"Series":"IV", "X":8.0, "Y":8.84},
42
+ {"Series":"IV", "X":8.0, "Y":8.47},
43
+ {"Series":"IV", "X":8.0, "Y":7.04},
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+ {"Series":"IV", "X":8.0, "Y":5.25},
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+ {"Series":"IV", "X":19.0, "Y":12.50},
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+ {"Series":"IV", "X":8.0, "Y":5.56},
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+ {"Series":"IV", "X":8.0, "Y":7.91},
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+ {"Series":"IV", "X":8.0, "Y":6.89}
49
+ ]
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