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Udemy MLOps Real World Machine Learning Projects for Professi

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Info Hash: 6072421399D4E8DAB286626C63C8099E57B86D03
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Uploader: freecoursewb
Source: 1 Logo 1337x
Downloads: 17
Type: Tutorials
Language: English
Category: Other
Size: 2.6 GB
Added: May 1, 2025, 8:22 a.m.
Peers: Seeders: 4, Leechers: 3 (Last updated: 11 months, 2 weeks ago)
Tracker Data:
Tracker Seeders Leechers Completed
udp://open.stealth.si:80/announce 1 1 2
udp://exodus.desync.com:6969/announce 0 0 0
udp://tracker.cyberia.is:6969/announce (Failed to scrape UDP tracker) 0 0 0
udp://tracker.opentrackr.org:1337/announce 1 0 13
udp://tracker.torrent.eu.org:451/announce 1 0 2
udp://explodie.org:6969/announce 1 0 0
udp://tracker.birkenwald.de:6969/announce 0 1 0
udp://tracker.moeking.me:6969/announce (Failed to scrape UDP tracker) 0 0 0
udp://ipv4.tracker.harry.lu:80/announce (Failed to scrape UDP tracker) 0 0 0
udp://tracker.tiny-vps.com:6969/announce 0 0 0
udp://tracker.therarbg.to:6969/announce 0 1 0
Files:
  1. Get Bonus Downloads Here.url 183 bytes
  2. 1 -Project Planning & Introduction.mp4 350.9 MB
  3. 1 -Data Collection.mp4 29.5 MB
  4. 2 -1_Preprocessing_&_EDA.ipynb 2.4 MB
  5. 2 -Data Preprocessing & EDA.mp4 363.1 MB
  6. 1 -Setup MLFlow Server on AWS.mp4 281.0 MB
  7. LICENSE 1.0 KB
  8. README.md 1.3 KB
  9. argv_exp.py 152 bytes
  10. example.py 3.4 KB
  11. gitignore 3.0 KB
  12. requirements.txt 19 bytes
  13. 1 -2_experiment_1_baseline_model.ipynb 111.4 KB
  14. 1 -Building Baseline Model.mp4 169.8 MB
  15. 2 -3_experiment_2_bow_tfidf.ipynb 30.5 KB
  16. 2 -Improving Baseline Model - BOW, TFIDF.mp4 151.4 MB
  17. 3 -4_experiment_3_tfidf_(1,3)_max_features.ipynb 33.0 KB
  18. 3 -Improving Baseline Model - Max features.mp4 104.7 MB
  19. 4 -5_experiment_4_handling_imbalanced_data.ipynb 36.1 KB
  20. 4 -Improving Baseline Model - Handling Imbalanced data.mp4 101.7 MB
  21. 5 -6_experiment_5_xgboost_with_hpt.ipynb 48.4 KB
  22. 5 -7_experiment_6_lightgbm_detailed_hpt.ipynb 9.7 MB
  23. 5 -Improving Baseline Model - Hyperparameter tuning with Multiple Model.mp4 92.4 MB
  24. 6 -8_stacking.ipynb 91.4 KB
  25. 6 -Improving Baseline Model - Stacking Models.mp4 35.5 MB
  26. 1 -Building ML Pipeline using DVC.mp4 23.0 MB
  27. 2 -Data Ingestion Component.mp4 69.5 MB
  28. 3 -Data Preprocessing Component.mp4 28.1 MB
  29. 4 -Model Building Component.mp4 54.4 MB
  30. 5 -Model Evaluation Component with MLFlow.mp4 89.2 MB
  31. 6 -Model Register Component with MLFlow.mp4 29.3 MB
  32. Dockerfile 127 bytes
  33. LICENSE 1.1 KB
  34. README.md 1.9 KB
  35. app.py 11.3 KB
  36. confusion_matrix_Test Data.png 21.1 KB
  37. test_processed.csv 977.1 KB
  38. train_processed.csv 3.9 MB
  39. test.csv 1.3 MB
  40. train.csv 5.3 MB
  41. dvc.lock 2.9 KB
  42. dvc.yaml 1.2 KB
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  58. btime 0 bytes
  59. lock 8 bytes
  60. rwlock 13 bytes
  61. rwlock.lock 8 bytes
  62. dvcignore 142 bytes
  63. errors.log 0 bytes
  64. experiment_info.json 87 bytes
  65. app.py 11.3 KB
  66. COMMIT_EDITMSG 8 bytes
  67. FETCH_HEAD 116 bytes
  68. HEAD 21 bytes
  69. ORIG_HEAD 41 bytes
  70. config 352 bytes
  71. description 73 bytes
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  82. prepare-commit-msg.sample 1.5 KB
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  168. pack-884ad26fbb32d0171c4b2b3505732b904237d39b.pack 3.1 KB
  169. pack-884ad26fbb32d0171c4b2b3505732b904237d39b.rev 72 bytes
  170. packed-refs 112 bytes
  171. main 41 bytes
  172. HEAD 30 bytes
  173. main 41 bytes
  174. cicd.yaml 3.1 KB
  175. gitignore 3.5 KB
  176. lgbm_model.pkl 3.7 MB
  177. model_building_errors.log 0 bytes
  178. model_evaluation_errors.log 0 bytes
  179. model_registration_errors.log 0 bytes
  180. 1_Preprocessing_&_EDA.ipynb 2.4 MB
  181. 2_experiment_1_baseline_model.ipynb 111.4 KB
  182. 3_experiment_2_bow_tfidf.ipynb 30.5 KB
  183. 4_experiment_3_tfidf_(1,3)_max_features.ipynb 33.0 KB
  184. 5_experiment_4_handling_imbalanced_data.ipynb 36.1 KB
  185. 6_experiment_5_xgboost_with_hpt.ipynb 48.4 KB
  186. 7_experiment_6_lightgbm_detailed_hpt.ipynb 9.7 MB
  187. 8_stacking.ipynb 91.4 KB
  188. reddit_preprocessing.csv 4.9 MB
  189. params.yaml 153 bytes
  190. preprocessing_errors.log 0 bytes
  191. requirements.txt 444 bytes
  192. setup.py 228 bytes
  193. __init__.py 0 bytes
  194. data_ingestion.py 4.1 KB
  195. data_preprocessing.py 3.6 KB
  196. model_building.py 5.3 KB
  197. model_evaluation.py 7.0 KB
  198. register_model.py 2.4 KB
  199. tfidf_vectorizer.pkl 36.0 KB
  200. PKG-INFO 128 bytes
  201. SOURCES.txt 166 bytes
  202. dependency_links.txt 1 byte
  203. top_level.txt 4 bytes
  204. manifest.json 339 bytes
  205. popup.html 1.6 KB
  206. popup.js 9.8 KB
  207. 1 -Flask API Implementation.mp4 103.9 MB
  208. 2 -Implementation of Chrome Plugin.mp4 127.0 MB
  209. 1 -Adding Docker.mp4 17.6 MB
  210. 2 -Deployment on AWS.mp4 316.4 MB
  211. Dockerfile 127 bytes
  212. LICENSE 1.1 KB
  213. README.md 1.9 KB
  214. app.py 11.3 KB
  215. confusion_matrix_Test Data.png 21.1 KB
  216. test_processed.csv 977.1 KB
  217. train_processed.csv 3.9 MB
  218. test.csv 1.3 MB
  219. train.csv 5.3 MB
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