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  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/logs/2023.10.19/16.34.30.879676.log +596 -0
  10. .config/logs/2023.10.19/16.35.01.818235.log +5 -0
  11. .config/logs/2023.10.19/16.35.13.977190.log +169 -0
  12. .config/logs/2023.10.19/16.35.29.191125.log +5 -0
  13. .config/logs/2023.10.19/16.35.41.058852.log +8 -0
  14. .config/logs/2023.10.19/16.35.41.935274.log +8 -0
  15. .gitattributes +2 -0
  16. 101234444_aml_assignment_1.py +70 -0
  17. README.md +2 -9
  18. sample_data/README.md +19 -0
  19. sample_data/anscombe.json +49 -0
  20. sample_data/california_housing_test.csv +0 -0
  21. sample_data/california_housing_train.csv +0 -0
  22. sample_data/mnist_test.csv +3 -0
  23. sample_data/mnist_train_small.csv +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: 1697733313.1405418
.config/.last_update_check.json ADDED
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+ {"last_update_check_time": 1697733328.465841, "last_update_check_revision": 20231018215053, "notifications": [], "last_nag_times": {}}
.config/active_config ADDED
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+ default
.config/config_sentinel ADDED
File without changes
.config/configurations/config_default ADDED
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+ [component_manager]
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+ disable_update_check = true
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+
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+ [compute]
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+ gce_metadata_read_timeout_sec = 0
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+
.config/default_configs.db ADDED
Binary file (12.3 kB). View file
 
.config/gce ADDED
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.config/logs/2023.10.19/16.34.30.879676.log ADDED
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+ 2023-10-19 16:34:49,203 INFO ___FILE_ONLY___ ╠═ Installing: BigQuery Command Line Tool (Platform Spec... ═╣
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+ 2023-10-19 16:34:49,204 INFO ___FILE_ONLY___ ╚
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+ 2023-10-19 16:34:49,208 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
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+ 2023-10-19 16:34:49,307 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-bq-nix-20230915145114.tar.gz HTTP/1.1" 200 1943
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+ 2023-10-19 16:34:49,308 INFO ___FILE_ONLY___ ══════════════════════════════
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+ 2023-10-19 16:34:49,319 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.9 ═╣
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+ 2023-10-19 16:34:49,327 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.9 ═╣
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+ 2023-10-19 16:34:49,332 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
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+ 2023-10-19 16:34:49,486 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-bundled-python3-unix-linux-x86_64-20230707144938.tar.gz HTTP/1.1" 200 66719069
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364
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+ 2023-10-19 16:34:54,330 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool ═╣
366
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368
+ 2023-10-19 16:34:54,335 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
369
+ 2023-10-19 16:34:54,498 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-gsutil-20231002150006.tar.gz HTTP/1.1" 200 11838390
370
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371
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384
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386
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387
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388
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389
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392
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395
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396
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397
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398
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399
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410
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411
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413
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414
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415
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416
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417
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418
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421
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422
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423
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425
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428
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429
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430
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431
+
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433
+
434
+ 2023-10-19 16:34:56,851 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool (Platform... ═╣
435
+
436
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437
+ 2023-10-19 16:34:56,856 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
438
+ 2023-10-19 16:34:57,004 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-gsutil-nix-20230915145114.tar.gz HTTP/1.1" 200 1955
439
+ 2023-10-19 16:34:57,005 INFO ___FILE_ONLY___ ══════════════════════════════
440
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441
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442
+
443
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444
+
445
+ 2023-10-19 16:34:57,017 INFO ___FILE_ONLY___ ╠═ Installing: Default set of gcloud commands ═╣
446
+
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448
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449
+ 2023-10-19 16:34:57,023 INFO ___FILE_ONLY___ ╝
450
+
451
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452
+
453
+ 2023-10-19 16:34:57,025 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CLI Core Libraries (Platform... ═╣
454
+
455
+ 2023-10-19 16:34:57,025 INFO ___FILE_ONLY___ ╚
456
+ 2023-10-19 16:34:57,030 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
457
+ 2023-10-19 16:34:57,179 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-core-nix-20230915145114.tar.gz HTTP/1.1" 200 2319
458
+ 2023-10-19 16:34:57,179 INFO ___FILE_ONLY___ ══════════════════════════════
459
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460
+ 2023-10-19 16:34:57,181 INFO ___FILE_ONLY___ ═══════════════
461
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462
+
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464
+
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+ 2023-10-19 16:34:57,192 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool ═╣
466
+
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+ 2023-10-19 16:34:57,192 INFO ___FILE_ONLY___ ╚
468
+ 2023-10-19 16:34:57,196 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
469
+ 2023-10-19 16:34:57,304 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-gcloud-crc32c-linux-x86_64-20230922151743.tar.gz HTTP/1.1" 200 1288666
470
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471
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473
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475
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476
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477
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478
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479
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481
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482
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483
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484
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485
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486
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487
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488
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489
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490
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491
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492
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493
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494
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495
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496
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498
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500
+ 2023-10-19 16:34:57,395 INFO ___FILE_ONLY___ ═══════════════
501
+ 2023-10-19 16:34:57,395 INFO ___FILE_ONLY___ ═══════════════
502
+ 2023-10-19 16:34:57,395 INFO ___FILE_ONLY___ ╝
503
+
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505
+
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+ 2023-10-19 16:34:57,406 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool ═╣
507
+
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+ 2023-10-19 16:34:57,406 INFO ___FILE_ONLY___ ╚
509
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510
+ 2023-10-19 16:34:57,411 INFO ___FILE_ONLY___ ╝
511
+
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513
+
514
+ 2023-10-19 16:34:57,414 INFO ___FILE_ONLY___ ╠═ Installing: anthoscli ═╣
515
+
516
+ 2023-10-19 16:34:57,414 INFO ___FILE_ONLY___ ╚
517
+ 2023-10-19 16:34:57,419 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
518
+ 2023-10-19 16:34:57,578 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-anthoscli-linux-x86_64-20230915145114.tar.gz HTTP/1.1" 200 72006203
519
+ 2023-10-19 16:34:58,098 INFO ___FILE_ONLY___ ═
520
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521
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522
+ 2023-10-19 16:34:58,117 INFO ___FILE_ONLY___ ═
523
+ 2023-10-19 16:34:58,123 INFO ___FILE_ONLY___ ═
524
+ 2023-10-19 16:34:58,129 INFO ___FILE_ONLY___ ═
525
+ 2023-10-19 16:34:58,135 INFO ___FILE_ONLY___ ═
526
+ 2023-10-19 16:34:58,141 INFO ___FILE_ONLY___ ═
527
+ 2023-10-19 16:34:58,148 INFO ___FILE_ONLY___ ═
528
+ 2023-10-19 16:34:58,154 INFO ___FILE_ONLY___ ═
529
+ 2023-10-19 16:34:58,160 INFO ___FILE_ONLY___ ═
530
+ 2023-10-19 16:34:58,166 INFO ___FILE_ONLY___ ═
531
+ 2023-10-19 16:34:58,172 INFO ___FILE_ONLY___ ═
532
+ 2023-10-19 16:34:58,179 INFO ___FILE_ONLY___ ═
533
+ 2023-10-19 16:34:58,185 INFO ___FILE_ONLY___ ═
534
+ 2023-10-19 16:34:58,191 INFO ___FILE_ONLY___ ═
535
+ 2023-10-19 16:34:58,197 INFO ___FILE_ONLY___ ═
536
+ 2023-10-19 16:34:58,203 INFO ___FILE_ONLY___ ═
537
+ 2023-10-19 16:34:58,209 INFO ___FILE_ONLY___ ═
538
+ 2023-10-19 16:34:58,215 INFO ___FILE_ONLY___ ═
539
+ 2023-10-19 16:34:58,221 INFO ___FILE_ONLY___ ═
540
+ 2023-10-19 16:34:58,227 INFO ___FILE_ONLY___ ═
541
+ 2023-10-19 16:34:58,234 INFO ___FILE_ONLY___ ═
542
+ 2023-10-19 16:34:58,240 INFO ___FILE_ONLY___ ═
543
+ 2023-10-19 16:34:58,246 INFO ___FILE_ONLY___ ═
544
+ 2023-10-19 16:34:58,252 INFO ___FILE_ONLY___ ═
545
+ 2023-10-19 16:34:58,259 INFO ___FILE_ONLY___ ═
546
+ 2023-10-19 16:34:58,265 INFO ___FILE_ONLY___ ═
547
+ 2023-10-19 16:34:58,271 INFO ___FILE_ONLY___ ═
548
+ 2023-10-19 16:34:58,277 INFO ___FILE_ONLY___ ═
549
+ 2023-10-19 16:35:00,853 INFO ___FILE_ONLY___ ══════════
550
+ 2023-10-19 16:35:00,860 INFO ___FILE_ONLY___ ═════════
551
+ 2023-10-19 16:35:00,897 INFO ___FILE_ONLY___ ═══════════
552
+ 2023-10-19 16:35:00,897 INFO ___FILE_ONLY___ ╝
553
+
554
+ 2023-10-19 16:35:00,937 INFO ___FILE_ONLY___ ╔═════════════════════════════════��══════════════════════════╗
555
+
556
+ 2023-10-19 16:35:00,938 INFO ___FILE_ONLY___ ╠═ Installing: anthoscli ═╣
557
+
558
+ 2023-10-19 16:35:00,938 INFO ___FILE_ONLY___ ╚
559
+ 2023-10-19 16:35:00,943 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
560
+ 2023-10-19 16:35:00,943 INFO ___FILE_ONLY___ ╝
561
+
562
+ 2023-10-19 16:35:00,945 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
563
+
564
+ 2023-10-19 16:35:00,945 INFO ___FILE_ONLY___ ╠═ Installing: gcloud cli dependencies ═╣
565
+
566
+ 2023-10-19 16:35:00,946 INFO ___FILE_ONLY___ ╚
567
+ 2023-10-19 16:35:00,950 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
568
+ 2023-10-19 16:35:01,095 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-gcloud-deps-linux-x86_64-20210416153011.tar.gz HTTP/1.1" 200 104
569
+ 2023-10-19 16:35:01,096 INFO ___FILE_ONLY___ ══════════════════════════════
570
+ 2023-10-19 16:35:01,097 INFO ___FILE_ONLY___ ══════════════════════════════
571
+ 2023-10-19 16:35:01,097 INFO ___FILE_ONLY___ ╝
572
+
573
+ 2023-10-19 16:35:01,107 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
574
+
575
+ 2023-10-19 16:35:01,107 INFO ___FILE_ONLY___ ╠═ Creating backup and activating new installation ═╣
576
+
577
+ 2023-10-19 16:35:01,107 INFO ___FILE_ONLY___ ╚
578
+ 2023-10-19 16:35:01,107 DEBUG root Attempting to move directory [/tools/google-cloud-sdk] to [/tools/google-cloud-sdk.staging/.install/.backup]
579
+ 2023-10-19 16:35:01,108 INFO ___FILE_ONLY___ ══════════════════════════════
580
+ 2023-10-19 16:35:01,108 DEBUG root Attempting to move directory [/tools/google-cloud-sdk.staging] to [/tools/google-cloud-sdk]
581
+ 2023-10-19 16:35:01,108 INFO ___FILE_ONLY___ ══════════════════════════════
582
+ 2023-10-19 16:35:01,108 INFO ___FILE_ONLY___ ╝
583
+
584
+ 2023-10-19 16:35:01,113 DEBUG root Updating notification cache...
585
+ 2023-10-19 16:35:01,113 INFO ___FILE_ONLY___
586
+
587
+ 2023-10-19 16:35:01,116 INFO ___FILE_ONLY___ Performing post processing steps...
588
+ 2023-10-19 16:35:01,116 DEBUG root Executing command: ['python3', '-S', '/tools/google-cloud-sdk/lib/gcloud.py', 'components', 'post-process']
589
+ 2023-10-19 16:35:12,985 DEBUG ___FILE_ONLY___
590
+ 2023-10-19 16:35:12,986 DEBUG ___FILE_ONLY___
591
+ 2023-10-19 16:35:13,134 INFO ___FILE_ONLY___
592
+ Update done!
593
+
594
+
595
+ 2023-10-19 16:35:13,139 DEBUG root Chosen display Format:none
596
+ 2023-10-19 16:35:13,139 INFO root Display format: "none"
.config/logs/2023.10.19/16.35.01.818235.log ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ 2023-10-19 16:35:01,819 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2023-10-19 16:35:01,822 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
3
+ 2023-10-19 16:35:01,824 DEBUG root Running [gcloud.components.post-process] with arguments: []
4
+ 2023-10-19 16:35:12,864 DEBUG root Chosen display Format:none
5
+ 2023-10-19 16:35:12,865 INFO root Display format: "none"
.config/logs/2023.10.19/16.35.13.977190.log ADDED
@@ -0,0 +1,169 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2023-10-19 16:35:13,978 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2023-10-19 16:35:13,981 DEBUG root Loaded Command Group: ['gcloud', 'components', 'update']
3
+ 2023-10-19 16:35:13,984 DEBUG root Running [gcloud.components.update] with arguments: [--quiet: "True", COMPONENT-IDS:8: "['gcloud', 'core', 'bq', 'gsutil', 'compute', 'preview', 'alpha', 'beta']"]
4
+ 2023-10-19 16:35:13,985 INFO ___FILE_ONLY___ Beginning update. This process may take several minutes.
5
+
6
+ 2023-10-19 16:35:13,992 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
7
+ 2023-10-19 16:35:14,138 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components-2.json HTTP/1.1" 200 209943
8
+ 2023-10-19 16:35:14,164 WARNING root Component [preview] no longer exists.
9
+ 2023-10-19 16:35:14,164 WARNING root Component [compute] no longer exists.
10
+ 2023-10-19 16:35:14,165 INFO ___FILE_ONLY___
11
+
12
+ 2023-10-19 16:35:14,166 INFO ___FILE_ONLY___
13
+ Your current Google Cloud CLI version is: 451.0.1
14
+
15
+ 2023-10-19 16:35:14,166 INFO ___FILE_ONLY___ Installing components from version: 451.0.1
16
+
17
+ 2023-10-19 16:35:14,166 INFO ___FILE_ONLY___
18
+
19
+ 2023-10-19 16:35:14,166 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
+ 2023-10-19 16:35:14,167 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
+ 2023-10-19 16:35:14,168 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
+ 2023-10-19 16:35:14,170 INFO ___FILE_ONLY___ ┌──────────────────────────────────────────────┐
23
+ 2023-10-19 16:35:14,170 INFO ___FILE_ONLY___
24
+
25
+ 2023-10-19 16:35:14,170 INFO ___FILE_ONLY___ │ These components will be installed. │
26
+ 2023-10-19 16:35:14,170 INFO ___FILE_ONLY___
27
+
28
+ 2023-10-19 16:35:14,170 INFO ___FILE_ONLY___ ├───────────────────────┬────────────┬─────────┤
29
+ 2023-10-19 16:35:14,170 INFO ___FILE_ONLY___
30
+
31
+ 2023-10-19 16:35:14,171 INFO ___FILE_ONLY___ │ Name │ Version │ Size │
32
+ 2023-10-19 16:35:14,171 INFO ___FILE_ONLY___
33
+
34
+ 2023-10-19 16:35:14,171 INFO ___FILE_ONLY___ ├───────────────────────┼────────────┼─────────┤
35
+ 2023-10-19 16:35:14,171 INFO ___FILE_ONLY___
36
+
37
+ 2023-10-19 16:35:14,171 INFO ___FILE_ONLY___ │
38
+ 2023-10-19 16:35:14,171 INFO ___FILE_ONLY___ gcloud Alpha Commands
39
+ 2023-10-19 16:35:14,171 INFO ___FILE_ONLY___
40
+ 2023-10-19 16:35:14,171 INFO ___FILE_ONLY___ │
41
+ 2023-10-19 16:35:14,171 INFO ___FILE_ONLY___ 2023.10.18
42
+ 2023-10-19 16:35:14,172 INFO ___FILE_ONLY___
43
+ 2023-10-19 16:35:14,172 INFO ___FILE_ONLY___ │
44
+ 2023-10-19 16:35:14,172 INFO ___FILE_ONLY___ < 1 MiB
45
+ 2023-10-19 16:35:14,172 INFO ___FILE_ONLY___
46
+ 2023-10-19 16:35:14,172 INFO ___FILE_ONLY___ │
47
+ 2023-10-19 16:35:14,172 INFO ___FILE_ONLY___
48
+
49
+ 2023-10-19 16:35:14,172 INFO ___FILE_ONLY___ │
50
+ 2023-10-19 16:35:14,172 INFO ___FILE_ONLY___ gcloud Beta Commands
51
+ 2023-10-19 16:35:14,172 INFO ___FILE_ONLY___
52
+ 2023-10-19 16:35:14,172 INFO ___FILE_ONLY___ │
53
+ 2023-10-19 16:35:14,173 INFO ___FILE_ONLY___ 2023.10.18
54
+ 2023-10-19 16:35:14,173 INFO ___FILE_ONLY___
55
+ 2023-10-19 16:35:14,173 INFO ___FILE_ONLY___ │
56
+ 2023-10-19 16:35:14,173 INFO ___FILE_ONLY___ < 1 MiB
57
+ 2023-10-19 16:35:14,173 INFO ___FILE_ONLY___
58
+ 2023-10-19 16:35:14,173 INFO ___FILE_ONLY___ │
59
+ 2023-10-19 16:35:14,173 INFO ___FILE_ONLY___
60
+
61
+ 2023-10-19 16:35:14,173 INFO ___FILE_ONLY___ └───────────────────────┴────────────┴─────────┘
62
+ 2023-10-19 16:35:14,173 INFO ___FILE_ONLY___
63
+
64
+ 2023-10-19 16:35:14,174 INFO ___FILE_ONLY___
65
+
66
+ 2023-10-19 16:35:14,178 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
67
+ 2023-10-19 16:35:14,332 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/RELEASE_NOTES HTTP/1.1" 200 1092753
68
+ 2023-10-19 16:35:14,427 INFO ___FILE_ONLY___ For the latest full release notes, please visit:
69
+ https://cloud.google.com/sdk/release_notes
70
+
71
+
72
+ 2023-10-19 16:35:14,430 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
73
+
74
+ 2023-10-19 16:35:14,430 INFO ___FILE_ONLY___ ╠═ Creating update staging area ═╣
75
+
76
+ 2023-10-19 16:35:14,430 INFO ___FILE_ONLY___ ╚
77
+ 2023-10-19 16:35:14,430 INFO ___FILE_ONLY___ ══════
78
+ 2023-10-19 16:35:15,908 INFO ___FILE_ONLY___ ══════
79
+ 2023-10-19 16:35:15,908 INFO ___FILE_ONLY___ ══════
80
+ 2023-10-19 16:35:16,636 INFO ___FILE_ONLY___ ═
81
+ 2023-10-19 16:35:16,751 INFO ___FILE_ONLY___ ═
82
+ 2023-10-19 16:35:16,848 INFO ___FILE_ONLY___ ═
83
+ 2023-10-19 16:35:16,973 INFO ___FILE_ONLY___ ═
84
+ 2023-10-19 16:35:17,132 INFO ___FILE_ONLY___ ═
85
+ 2023-10-19 16:35:17,276 INFO ___FILE_ONLY___ ═
86
+ 2023-10-19 16:35:17,425 INFO ___FILE_ONLY___ ═
87
+ 2023-10-19 16:35:17,546 INFO ___FILE_ONLY___ ═
88
+ 2023-10-19 16:35:17,669 INFO ___FILE_ONLY___ ═
89
+ 2023-10-19 16:35:17,761 INFO ___FILE_ONLY___ ═
90
+ 2023-10-19 16:35:17,894 INFO ___FILE_ONLY___ ═
91
+ 2023-10-19 16:35:18,023 INFO ___FILE_ONLY___ ═
92
+ 2023-10-19 16:35:18,148 INFO ___FILE_ONLY___ ═
93
+ 2023-10-19 16:35:18,263 INFO ___FILE_ONLY___ ═
94
+ 2023-10-19 16:35:18,389 INFO ___FILE_ONLY___ ═
95
+ 2023-10-19 16:35:18,485 INFO ___FILE_ONLY___ ═
96
+ 2023-10-19 16:35:18,584 INFO ___FILE_ONLY___ ═
97
+ 2023-10-19 16:35:18,804 INFO ___FILE_ONLY___ ═
98
+ 2023-10-19 16:35:18,916 INFO ___FILE_ONLY___ ═
99
+ 2023-10-19 16:35:19,035 INFO ___FILE_ONLY___ ═
100
+ 2023-10-19 16:35:19,169 INFO ___FILE_ONLY___ ═
101
+ 2023-10-19 16:35:19,275 INFO ___FILE_ONLY___ ═
102
+ 2023-10-19 16:35:19,391 INFO ___FILE_ONLY___ ═
103
+ 2023-10-19 16:35:19,525 INFO ___FILE_ONLY___ ═
104
+ 2023-10-19 16:35:19,620 INFO ___FILE_ONLY___ ═
105
+ 2023-10-19 16:35:19,736 INFO ___FILE_ONLY___ ═
106
+ 2023-10-19 16:35:19,862 INFO ___FILE_ONLY___ ═
107
+ 2023-10-19 16:35:19,992 INFO ___FILE_ONLY___ ═
108
+ 2023-10-19 16:35:20,117 INFO ___FILE_ONLY___ ═
109
+ 2023-10-19 16:35:20,233 INFO ___FILE_ONLY___ ═
110
+ 2023-10-19 16:35:20,354 INFO ___FILE_ONLY___ ═
111
+ 2023-10-19 16:35:20,459 INFO ___FILE_ONLY___ ═
112
+ 2023-10-19 16:35:20,546 INFO ___FILE_ONLY___ ═
113
+ 2023-10-19 16:35:20,692 INFO ___FILE_ONLY___ ═
114
+ 2023-10-19 16:35:20,826 INFO ___FILE_ONLY___ ═
115
+ 2023-10-19 16:35:20,958 INFO ___FILE_ONLY___ ═
116
+ 2023-10-19 16:35:21,092 INFO ___FILE_ONLY___ ═
117
+ 2023-10-19 16:35:21,243 INFO ___FILE_ONLY___ ═
118
+ 2023-10-19 16:35:21,579 INFO ___FILE_ONLY___ ═
119
+ 2023-10-19 16:35:21,681 INFO ___FILE_ONLY___ ═
120
+ 2023-10-19 16:35:21,800 INFO ___FILE_ONLY___ ═
121
+ 2023-10-19 16:35:21,965 INFO ___FILE_ONLY___ ═
122
+ 2023-10-19 16:35:21,966 INFO ___FILE_ONLY___ ╝
123
+
124
+ 2023-10-19 16:35:28,182 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
125
+
126
+ 2023-10-19 16:35:28,182 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Alpha Commands ═╣
127
+
128
+ 2023-10-19 16:35:28,183 INFO ___FILE_ONLY___ ╚
129
+ 2023-10-19 16:35:28,187 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
130
+ 2023-10-19 16:35:28,287 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-alpha-20231018215053.tar.gz HTTP/1.1" 200 800
131
+ 2023-10-19 16:35:28,287 INFO ___FILE_ONLY___ ══════════════════════════════
132
+ 2023-10-19 16:35:28,289 INFO ___FILE_ONLY___ ══════════════════════════════
133
+ 2023-10-19 16:35:28,289 INFO ___FILE_ONLY___ ╝
134
+
135
+ 2023-10-19 16:35:28,299 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
136
+
137
+ 2023-10-19 16:35:28,299 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Beta Commands ═╣
138
+
139
+ 2023-10-19 16:35:28,299 INFO ___FILE_ONLY___ ╚
140
+ 2023-10-19 16:35:28,304 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
141
+ 2023-10-19 16:35:28,447 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-beta-20231018215053.tar.gz HTTP/1.1" 200 797
142
+ 2023-10-19 16:35:28,448 INFO ___FILE_ONLY___ ══════════════════════════════
143
+ 2023-10-19 16:35:28,449 INFO ___FILE_ONLY___ ══════════════════════════════
144
+ 2023-10-19 16:35:28,449 INFO ___FILE_ONLY___ ╝
145
+
146
+ 2023-10-19 16:35:28,459 INFO ___FILE_ONLY___ ��════════════════════════════════════════════════════════════╗
147
+
148
+ 2023-10-19 16:35:28,459 INFO ___FILE_ONLY___ ╠═ Creating backup and activating new installation ═╣
149
+
150
+ 2023-10-19 16:35:28,459 INFO ___FILE_ONLY___ ╚
151
+ 2023-10-19 16:35:28,459 DEBUG root Attempting to move directory [/tools/google-cloud-sdk] to [/tools/google-cloud-sdk.staging/.install/.backup]
152
+ 2023-10-19 16:35:28,460 INFO ___FILE_ONLY___ ══════════════════════════════
153
+ 2023-10-19 16:35:28,460 DEBUG root Attempting to move directory [/tools/google-cloud-sdk.staging] to [/tools/google-cloud-sdk]
154
+ 2023-10-19 16:35:28,460 INFO ___FILE_ONLY___ ══════════════════════════════
155
+ 2023-10-19 16:35:28,460 INFO ___FILE_ONLY___ ╝
156
+
157
+ 2023-10-19 16:35:28,465 DEBUG root Updating notification cache...
158
+ 2023-10-19 16:35:28,466 INFO ___FILE_ONLY___
159
+
160
+ 2023-10-19 16:35:28,468 INFO ___FILE_ONLY___ Performing post processing steps...
161
+ 2023-10-19 16:35:28,469 DEBUG root Executing command: ['python3', '-S', '/tools/google-cloud-sdk/lib/gcloud.py', 'components', 'post-process']
162
+ 2023-10-19 16:35:40,146 DEBUG ___FILE_ONLY___
163
+ 2023-10-19 16:35:40,146 DEBUG ___FILE_ONLY___
164
+ 2023-10-19 16:35:40,235 INFO ___FILE_ONLY___
165
+ Update done!
166
+
167
+
168
+ 2023-10-19 16:35:40,240 DEBUG root Chosen display Format:none
169
+ 2023-10-19 16:35:40,241 INFO root Display format: "none"
.config/logs/2023.10.19/16.35.29.191125.log ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ 2023-10-19 16:35:29,192 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2023-10-19 16:35:29,194 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
3
+ 2023-10-19 16:35:29,197 DEBUG root Running [gcloud.components.post-process] with arguments: []
4
+ 2023-10-19 16:35:40,033 DEBUG root Chosen display Format:none
5
+ 2023-10-19 16:35:40,034 INFO root Display format: "none"
.config/logs/2023.10.19/16.35.41.058852.log ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ 2023-10-19 16:35:41,061 DEBUG root Loaded Command Group: ['gcloud', 'config']
2
+ 2023-10-19 16:35:41,096 DEBUG root Loaded Command Group: ['gcloud', 'config', 'set']
3
+ 2023-10-19 16:35:41,099 DEBUG root Running [gcloud.config.set] with arguments: [SECTION/PROPERTY: "component_manager/disable_update_check", VALUE: "true"]
4
+ 2023-10-19 16:35:41,100 INFO ___FILE_ONLY___ Updated property [component_manager/disable_update_check].
5
+
6
+ 2023-10-19 16:35:41,101 DEBUG root Chosen display Format:default
7
+ 2023-10-19 16:35:41,102 INFO root Display format: "default"
8
+ 2023-10-19 16:35:41,102 DEBUG root SDK update checks are disabled.
.config/logs/2023.10.19/16.35.41.935274.log ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ 2023-10-19 16:35:41,937 DEBUG root Loaded Command Group: ['gcloud', 'config']
2
+ 2023-10-19 16:35:41,972 DEBUG root Loaded Command Group: ['gcloud', 'config', 'set']
3
+ 2023-10-19 16:35:41,975 DEBUG root Running [gcloud.config.set] with arguments: [SECTION/PROPERTY: "compute/gce_metadata_read_timeout_sec", VALUE: "0"]
4
+ 2023-10-19 16:35:41,976 INFO ___FILE_ONLY___ Updated property [compute/gce_metadata_read_timeout_sec].
5
+
6
+ 2023-10-19 16:35:41,977 DEBUG root Chosen display Format:default
7
+ 2023-10-19 16:35:41,978 INFO root Display format: "default"
8
+ 2023-10-19 16:35:41,979 DEBUG root SDK update checks are disabled.
.gitattributes CHANGED
@@ -33,3 +33,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
33
  *.zip filter=lfs diff=lfs merge=lfs -text
34
  *.zst filter=lfs diff=lfs merge=lfs -text
35
  *tfevents* filter=lfs diff=lfs merge=lfs -text
 
 
 
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  *.zip filter=lfs diff=lfs merge=lfs -text
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  *.zst filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
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+ sample_data/mnist_train_small.csv filter=lfs diff=lfs merge=lfs -text
101234444_aml_assignment_1.py ADDED
@@ -0,0 +1,70 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # -*- coding: utf-8 -*-
2
+ """101234444_aml_assignment_1.ipynb
3
+
4
+ Automatically generated by Colaboratory.
5
+
6
+ Original file is located at
7
+ https://colab.research.google.com/drive/1GBU5kKqfnliMP-lElZZ4VgVgcsyqy1wQ
8
+ """
9
+
10
+ !pip install --upgrade typing_extensions
11
+ !pip install --upgrade fastapi
12
+ !pip uninstall -y gradio
13
+ !pip install gradio
14
+
15
+ import requests
16
+ import tensorflow as tf
17
+ import PIL.Image
18
+ import numpy as np
19
+ import json
20
+ import gradio as gr
21
+
22
+ # Download the final_model.h5 file
23
+ url_model = "https://huggingface.co/ImanAmran/ml_assignment_1/resolve/main/final_model.h5"
24
+ response_model = requests.get(url_model)
25
+ with open("final_model.h5", "wb") as f_model:
26
+ f_model.write(response_model.content)
27
+
28
+ # Download the class_indices.json file
29
+ url_indices = "https://huggingface.co/ImanAmran/ml_assignment_1/resolve/main/class_indices.json"
30
+ response_indices = requests.get(url_indices)
31
+ class_indices = response_indices.json() # Parse the JSON response
32
+
33
+ # Load the model
34
+ model = tf.keras.models.load_model("final_model.h5")
35
+
36
+ # Reverse the key-value pairs in the class_indices dictionary
37
+ index_to_class = {v: k for k, v in class_indices.items()}
38
+
39
+ def classify_image(image: PIL.Image.Image):
40
+ try:
41
+ # Ensure the input is a PIL Image, resize it, and then convert it to a NumPy array
42
+ if not isinstance(image, PIL.Image.Image):
43
+ image = PIL.Image.fromarray(image)
44
+ image_resized = image.resize((375, 375))
45
+ image_array = np.array(image_resized)
46
+ image_array = np.expand_dims(image_array, axis=0) # Add a batch dimension
47
+
48
+ # Preprocess the image array in the same way as your manual prediction function
49
+ img_preprocessed = tf.keras.applications.resnet50.preprocess_input(image_array)
50
+
51
+ # Perform inference
52
+ predictions = model.predict(img_preprocessed)
53
+ predicted_class_idx = np.argmax(predictions) # Get the predicted class index
54
+
55
+ # Map index to label using index_to_class
56
+ predicted_class_label = index_to_class[predicted_class_idx]
57
+ return predicted_class_label
58
+
59
+ except Exception as e:
60
+ return str(e) # Return the exception message to help identify the issue
61
+
62
+ # Create a Gradio Interface
63
+ iface = gr.Interface(
64
+ fn=classify_image,
65
+ inputs=gr.components.Image(),
66
+ outputs=gr.components.Textbox(),
67
+ live=True, # This line is optional, it enables real-time feedback but may slow down performance
68
+ share=True # This line allows Gradio to be run in this Colab notebook
69
+ )
70
+ #iface.launch()
README.md CHANGED
@@ -1,13 +1,6 @@
1
  ---
2
- title: Ml Assignment 1
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- emoji: 😻
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- colorFrom: blue
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- colorTo: gray
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  sdk: gradio
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  sdk_version: 3.50.2
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- app_file: app.py
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- pinned: false
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- license: mit
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  ---
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-
13
- Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
 
1
  ---
2
+ title: ML_Assignment_1
3
+ app_file: 101234444_aml_assignment_1.py
 
 
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  sdk: gradio
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  sdk_version: 3.50.2
 
 
 
6
  ---
 
 
sample_data/README.md ADDED
@@ -0,0 +1,19 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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).
sample_data/anscombe.json ADDED
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+ {"Series":"IV", "X":8.0, "Y":6.89}
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+ ]
sample_data/california_housing_test.csv ADDED
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