[ WebToolTip.com ] Udemy - End-to-End Machine Learning - Business Problem to Production
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- ~Get Your Files Here !/8 - Evaluation/44. Hands-on explaining a prediction with SHAP.mp4 22.0 MB
- ~Get Your Files Here !/6 - Feature engineering/30. Hands-on Boruta and recursive elimination.mp4 21.6 MB
- ~Get Your Files Here !/5 - Data preparation/21. Hands-on imputation compared.mp4 21.1 MB
- ~Get Your Files Here !/2 - Orientation/6. The dataset we build on for the whole course.mp4 21.0 MB
- ~Get Your Files Here !/5 - Data preparation/25. Hands-on building a preprocessing pipeline.mp4 21.0 MB
- ~Get Your Files Here !/9 - Into production/49. Hands-on a drift detector you can actually run.mp4 20.8 MB
- ~Get Your Files Here !/7 - Modelling/37. Hands-on tuning with grid and random search.mp4 20.7 MB
- ~Get Your Files Here !/2 - Orientation/5. Setting up Python, Jupyter and scikit-learn.mp4 20.4 MB
- ~Get Your Files Here !/4 - Data understanding/17. Hands-on exploratory analysis end to end.mp4 19.7 MB
- ~Get Your Files Here !/10 - Capstone/51. Capstone brief end to end on a new dataset.mp4 19.6 MB
- ~Get Your Files Here !/8 - Evaluation/41. Hands-on threshold selection on a real cost curve.mp4 19.6 MB
- ~Get Your Files Here !/7 - Modelling/34. Hands-on baseline before anything clever.mp4 18.6 MB
- ~Get Your Files Here !/6 - Feature engineering/28. Hands-on engineering features that move the metric.mp4 18.4 MB
- ~Get Your Files Here !/4 - Data understanding/15. Profiling a dataset you have never seen.mp4 14.9 MB
- ~Get Your Files Here !/10 - Capstone/Datasets/accounts_raw.csv 4.3 MB
- ~Get Your Files Here !/2 - Orientation/Datasets/accounts_raw.csv 4.3 MB
- ~Get Your Files Here !/4 - Data understanding/Datasets/accounts_raw.csv 4.3 MB
- ~Get Your Files Here !/5 - Data preparation/Datasets/accounts_raw.csv 4.3 MB
- ~Get Your Files Here !/6 - Feature engineering/Datasets/accounts_raw.csv 4.3 MB
- ~Get Your Files Here !/7 - Modelling/Datasets/accounts_raw.csv 4.3 MB
- ~Get Your Files Here !/8 - Evaluation/Datasets/accounts_raw.csv 4.3 MB
- ~Get Your Files Here !/9 - Into production/Datasets/accounts_raw.csv 4.3 MB
- ~Get Your Files Here !/4 - Data understanding/Datasets/accounts_month13.csv 1.1 MB
- ~Get Your Files Here !/9 - Into production/Datasets/accounts_month13.csv 1.1 MB
- ~Get Your Files Here !/9 - Into production/lab/Lab_8.5.py 23.0 KB
- ~Get Your Files Here !/5 - Data preparation/18. Knowledge check - Class imbalance resampling and class weights.html 20.6 KB
- ~Get Your Files Here !/8 - Evaluation/30. Knowledge check - Calibration when a probability is not a probability.html 20.5 KB
- ~Get Your Files Here !/6 - Feature engineering/22. Knowledge check - The feature store, and why teams end up needing one.html 20.5 KB
- ~Get Your Files Here !/8 - Evaluation/31. Knowledge check - Interpreting the model for a business audience.html 20.5 KB
- ~Get Your Files Here !/5 - Data preparation/15. Knowledge check - Missing values mechanisms and remedies.html 20.5 KB
- ~Get Your Files Here !/6 - Feature engineering/20. Knowledge check - Features from time, text and categories.html 20.5 KB
- ~Get Your Files Here !/4 - Data understanding/13. Knowledge check - Leakage the failure that looks like success.html 20.4 KB
- ~Get Your Files Here !/6 - Feature engineering/19. Knowledge check - What feature engineering actually is.html 20.4 KB
- ~Get Your Files Here !/6 - Feature engineering/21. Knowledge check - Feature selection filter, wrapper, embedded.html 20.4 KB
- ~Get Your Files Here !/4 - Data understanding/12. Knowledge check - Data quality the six checks that catch most problems.html 20.4 KB
- ~Get Your Files Here !/9 - Into production/35. Knowledge check - Model monitoring concept and data drift.html 20.4 KB
- ~Get Your Files Here !/8 - Evaluation/28. Knowledge check - Choosing a metric that matches the decision.html 20.4 KB
- ~Get Your Files Here !/7 - Modelling/26. Knowledge check - Hyperparameter tuning without fooling yourself.html 20.3 KB
- ~Get Your Files Here !/7 - Modelling/25. Knowledge check - Cross-validation done properly.html 20.3 KB
- ~Get Your Files Here !/7 - Modelling/27. Knowledge check - Ensembles bagging, boosting and stacking.html 20.3 KB
- ~Get Your Files Here !/7 - Modelling/24. Knowledge check - Building your first regression model.html 20.3 KB
- ~Get Your Files Here !/7 - Modelling/23. Knowledge check - Building your first classification model.html 20.2 KB
- ~Get Your Files Here !/3 - Business understanding/7. Knowledge check - Framing the target variable.html 20.2 KB
- ~Get Your Files Here !/9 - Into production/32. Knowledge check - Deployment patterns batch, online, streaming, edge.html 20.2 KB
- ~Get Your Files Here !/8 - Evaluation/29. Knowledge check - Precision, recall and the cost of each error.html 20.2 KB
- ~Get Your Files Here !/4 - Data understanding/10. Knowledge check - Data architecture and where data actually lives.html 20.2 KB
- ~Get Your Files Here !/3 - Business understanding/5. Knowledge check - Identifying machine learning use cases.html 20.2 KB
- ~Get Your Files Here !/3 - Business understanding/4. Knowledge check - Starting from a business problem, not a dataset.html 20.1 KB
- ~Get Your Files Here !/5 - Data preparation/14. Knowledge check - Data preparation 101.html 20.0 KB
- ~Get Your Files Here !/10 - Capstone/37. Knowledge check - Worked solution walkthrough.html 19.7 KB
- ~Get Your Files Here !/2 - Orientation/2. Knowledge check - The machine learning lifecycle in one diagram.html 19.7 KB
- ~Get Your Files Here !/9 - Into production/36. Knowledge check - Retraining policy when, on what, and who decides.html 19.7 KB
- ~Get Your Files Here !/3 - Business understanding/9. Knowledge check - Worked example scoping a churn problem.html 19.6 KB
- ~Get Your Files Here !/3 - Business understanding/8. Knowledge check - Defining success before you model.html 19.6 KB
- ~Get Your Files Here !/9 - Into production/34. Knowledge check - Load and performance testing a model service.html 19.6 KB
- ~Get Your Files Here !/2 - Orientation/3. Knowledge check - Why most models never reach production.html 19.6 KB
- ~Get Your Files Here !/3 - Business understanding/6. Knowledge check - When machine learning is the wrong tool.html 19.6 KB
- ~Get Your Files Here !/5 - Data preparation/16. Knowledge check - Encoding categorical variables.html 19.5 KB
- ~Get Your Files Here !/5 - Data preparation/lab/Lab_4.3.py 19.5 KB
- ~Get Your Files Here !/5 - Data preparation/17. Knowledge check - Scaling, and when it matters.html 19.5 KB
- ~Get Your Files Here !/4 - Data understanding/11. Knowledge check - Centralising the data asset.html 19.5 KB
- ~Get Your Files Here !/9 - Into production/33. Knowledge check - The handoff what engineering needs from you.html 19.4 KB
- ~Get Your Files Here !/10 - Capstone/38. Knowledge check - Where to go next in this catalogue.html 18.8 KB
- ~Get Your Files Here !/6 - Feature engineering/lab/Lab_5.3.py 18.8 KB
- ~Get Your Files Here !/2 - Orientation/1. Knowledge check - What this course is, and who it is for.html 18.7 KB
- ~Get Your Files Here !/4 - Data understanding/lab/Lab_3.5.py 17.5 KB
- ~Get Your Files Here !/5 - Data preparation/lab/Lab_4.7.py 16.9 KB
- ~Get Your Files Here !/10 - Capstone/lab/Lab_9.1.py 16.8 KB
- ~Get Your Files Here !/6 - Feature engineering/lab/Lab_5.5.py 16.2 KB
- ~Get Your Files Here !/7 - Modelling/lab/Lab_6.6.py 15.6 KB
- ~Get Your Files Here !/8 - Evaluation/lab/Lab_7.6.py 15.3 KB
- ~Get Your Files Here !/2 - Orientation/lab/Lab_1.5.py 12.2 KB
- ~Get Your Files Here !/8 - Evaluation/lab/Lab_7.3.py 12.1 KB
- ~Get Your Files Here !/9 - Into production/lab/expected_output.txt 12.1 KB
- ~Get Your Files Here !/4 - Data understanding/lab/Lab_3.3.py 11.9 KB
- ~Get Your Files Here !/7 - Modelling/lab/Lab_6.3.py 11.3 KB
- ~Get Your Files Here !/4 - Data understanding/lab/expected_output.txt 10.5 KB
- ~Get Your Files Here !/10 - Capstone/lab/expected_output.txt 10.3 KB
- ~Get Your Files Here !/6 - Feature engineering/lab/expected_output.txt 9.8 KB
- ~Get Your Files Here !/2 - Orientation/6. The dataset we build on for the whole course_en-US.srt 9.7 KB
- ~Get Your Files Here !/4 - Data understanding/15. Profiling a dataset you have never seen_en-US.srt 9.7 KB
- ~Get Your Files Here !/5 - Data preparation/25. Hands-on building a preprocessing pipeline_en-US.srt 9.7 KB
- ~Get Your Files Here !/8 - Evaluation/44. Hands-on explaining a prediction with SHAP_en-US.srt 9.6 KB
- ~Get Your Files Here !/8 - Evaluation/41. Hands-on threshold selection on a real cost curve_en-US.srt 9.6 KB
- ~Get Your Files Here !/6 - Feature engineering/30. Hands-on Boruta and recursive elimination_en-US.srt 9.5 KB
- ~Get Your Files Here !/5 - Data preparation/21. Hands-on imputation compared_en-US.srt 9.4 KB
- ~Get Your Files Here !/7 - Modelling/37. Hands-on tuning with grid and random search_en-US.srt 9.4 KB
- ~Get Your Files Here !/4 - Data understanding/17. Hands-on exploratory analysis end to end_en-US.srt 9.3 KB
- ~Get Your Files Here !/9 - Into production/49. Hands-on a drift detector you can actually run_en-US.srt 9.3 KB
- ~Get Your Files Here !/2 - Orientation/5. Setting up Python, Jupyter and scikit-learn_en-US.srt 9.1 KB
- ~Get Your Files Here !/6 - Feature engineering/28. Hands-on engineering features that move the metric_en-US.srt 9.0 KB
- ~Get Your Files Here !/10 - Capstone/51. Capstone brief end to end on a new dataset_en-US.srt 9.0 KB
- ~Get Your Files Here !/7 - Modelling/34. Hands-on baseline before anything clever_en-US.srt 8.7 KB
- ~Get Your Files Here !/2 - Orientation/lab/Lab_1.4.py 8.5 KB
- ~Get Your Files Here !/5 - Data preparation/lab/expected_output.txt 8.1 KB
- ~Get Your Files Here !/7 - Modelling/lab/expected_output.txt 8.0 KB
- ~Get Your Files Here !/4 - Data understanding/lab/SOLUTION.md 7.6 KB
- ~Get Your Files Here !/6 - Feature engineering/lab/SOLUTION.md 7.1 KB
- ~Get Your Files Here !/2 - Orientation/lab/expected_output.txt 6.6 KB
- ~Get Your Files Here !/9 - Into production/lab/SOLUTION.md 6.3 KB
- ~Get Your Files Here !/10 - Capstone/lab/SOLUTION.md 6.2 KB
- ~Get Your Files Here !/9 - Into production/lab/README.md 6.1 KB
- ~Get Your Files Here !/2 - Orientation/lab/SOLUTION.md 5.9 KB
- ~Get Your Files Here !/7 - Modelling/lab/SOLUTION.md 5.9 KB
- ~Get Your Files Here !/8 - Evaluation/lab/expected_output.txt 5.9 KB
- ~Get Your Files Here !/8 - Evaluation/lab/SOLUTION.md 5.5 KB
- ~Get Your Files Here !/5 - Data preparation/lab/SOLUTION.md 5.4 KB
- ~Get Your Files Here !/7 - Modelling/lab/README.md 5.3 KB
- ~Get Your Files Here !/6 - Feature engineering/lab/README.md 4.9 KB
- ~Get Your Files Here !/10 - Capstone/lab/README.md 3.7 KB
- ~Get Your Files Here !/5 - Data preparation/lab/README.md 3.7 KB
- ~Get Your Files Here !/4 - Data understanding/lab/README.md 3.5 KB
- ~Get Your Files Here !/2 - Orientation/Datasets/model_figures.json 3.3 KB
- ~Get Your Files Here !/4 - Data understanding/Datasets/model_figures.json 3.3 KB
- ~Get Your Files Here !/5 - Data preparation/Datasets/model_figures.json 3.3 KB
- ~Get Your Files Here !/8 - Evaluation/Datasets/model_figures.json 3.3 KB
- ~Get Your Files Here !/9 - Into production/Datasets/model_figures.json 3.3 KB
- ~Get Your Files Here !/2 - Orientation/lab/README.md 3.1 KB
- ~Get Your Files Here !/8 - Evaluation/lab/README.md 2.8 KB
- ~Get Your Files Here !/9 - Into production/lab/benchmark.json 2.0 KB
- ~Get Your Files Here !/10 - Capstone/lab/capstone_template/memo.md 1.7 KB
- ~Get Your Files Here !/2 - Orientation/Datasets/data_dictionary.csv 1.4 KB
- ~Get Your Files Here !/4 - Data understanding/Datasets/data_dictionary.csv 1.4 KB
- ~Get Your Files Here !/5 - Data preparation/Datasets/data_dictionary.csv 1.4 KB
- ~Get Your Files Here !/10 - Capstone/Datasets/figures.json 1.3 KB
- ~Get Your Files Here !/2 - Orientation/Datasets/figures.json 1.3 KB
- ~Get Your Files Here !/4 - Data understanding/Datasets/figures.json 1.3 KB
- ~Get Your Files Here !/5 - Data preparation/Datasets/figures.json 1.3 KB
- ~Get Your Files Here !/8 - Evaluation/Datasets/figures.json 1.3 KB
- ~Get Your Files Here !/9 - Into production/Datasets/figures.json 1.3 KB
- ~Get Your Files Here !/10 - Capstone/lab/capstone_template/make_dataset.py 875 bytes
- ~Get Your Files Here !/10 - Capstone/lab/capstone_template/train.py 759 bytes
- ~Get Your Files Here !/10 - Capstone/lab/capstone_template/monitor.py 731 bytes
- ~Get Your Files Here !/10 - Capstone/lab/capstone_template/serve.py 627 bytes
- ~Get Your Files Here !/10 - Capstone/lab/capstone_template/README.md 247 bytes
- Get Bonus Downloads Here.url 180 bytes
- ~Get Your Files Here !/10 - Capstone/lab/capstone_template/benchmark.json 149 bytes
- ~Get Your Files Here !/Bonus Resources.txt 70 bytes
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