Udemy - The Ultimate Guide For Automated Machine Learning Testing
File List
| File | Size |
|---|---|
| Get Bonus Downloads Here.url | 180 B |
| ~Get Your Files Here !/1 - Introduction/1 - Introduction.mp4 | 10.13 MB |
| ~Get Your Files Here !/10 - Module 9 Monitoring Maintenance and Continuous Testing/63 - Introduction to Model Monitoring.mp4 | 8.6 MB |
| ~Get Your Files Here !/10 - Module 9 Monitoring Maintenance and Continuous Testing/64 - Automating Monitoring and Maintenance.mp4 | 6.2 MB |
| ~Get Your Files Here !/10 - Module 9 Monitoring Maintenance and Continuous Testing/65 - Tools for Monitoring.mp4 | 7.78 MB |
| ~Get Your Files Here !/10 - Module 9 Monitoring Maintenance and Continuous Testing/66 - Hands on Detecting Data drift with Evidently AI.mp4 | 12.94 MB |
| ~Get Your Files Here !/10 - Module 9 Monitoring Maintenance and Continuous Testing/67 - Setting Up Alerts Triggers with Prometheus Grafana.mp4 | 9.24 MB |
| ~Get Your Files Here !/10 - Module 9 Monitoring Maintenance and Continuous Testing/68 - E2E Automated Monitoring and Alerts for ML Models.mp4 | 22.66 MB |
| ~Get Your Files Here !/10 - Module 9 Monitoring Maintenance and Continuous Testing/69 - Key TakeAways.mp4 | 7.59 MB |
| ~Get Your Files Here !/2 - Module 1 Basics of Machine Learning/2 - What is Machine Learning.mp4 | 19.79 MB |
| ~Get Your Files Here !/2 - Module 1 Basics of Machine Learning/3 - Various types of ML.mp4 | 27.57 MB |
| ~Get Your Files Here !/2 - Module 1 Basics of Machine Learning/4 - The ML workflow Data collection preprocessing model training and evaluation.mp4 | 18.3 MB |
| ~Get Your Files Here !/3 - Module 2 Basics of Machine learning Testing/10 - Checklist of ML Test strategy Template.mp4 | 12.25 MB |
| ~Get Your Files Here !/3 - Module 2 Basics of Machine learning Testing/11 - Choosing the Right Metrics for testing.mp4 | 10.73 MB |
| ~Get Your Files Here !/3 - Module 2 Basics of Machine learning Testing/12 - Introduction to Test Automation in ML.mp4 | 18.55 MB |
| ~Get Your Files Here !/3 - Module 2 Basics of Machine learning Testing/13 - Challenges in ML Automation Testing.mp4 | 12.63 MB |
| ~Get Your Files Here !/3 - Module 2 Basics of Machine learning Testing/14 - Automated Testing pipeline.mp4 | 10.84 MB |
| ~Get Your Files Here !/3 - Module 2 Basics of Machine learning Testing/15 - Best Practices for Test Automation in ML.mp4 | 10.38 MB |
| ~Get Your Files Here !/3 - Module 2 Basics of Machine learning Testing/5 - Understanding ML testing.mp4 | 8.67 MB |
| ~Get Your Files Here !/3 - Module 2 Basics of Machine learning Testing/6 - ML testing as a Process.mp4 | 14.41 MB |
| ~Get Your Files Here !/3 - Module 2 Basics of Machine learning Testing/7 - Key differences between Traditional and ML testing.mp4 | 7.77 MB |
| ~Get Your Files Here !/3 - Module 2 Basics of Machine learning Testing/8 - Challenges with ML Testing.mp4 | 18.77 MB |
| ~Get Your Files Here !/3 - Module 2 Basics of Machine learning Testing/9 - Introduction to Test Strategy in ML.mp4 | 35.16 MB |
| ~Get Your Files Here !/4 - Module 3 Automated Data Testing/16 - Introduction to Data Testing in ML.mp4 | 20.96 MB |
| ~Get Your Files Here !/4 - Module 3 Automated Data Testing/17 - Writing Automated Tests for Data Quality.mp4 | 9.17 MB |
| ~Get Your Files Here !/4 - Module 3 Automated Data Testing/18 - Hands on Exercise Writing test scripts for missing data duplicates outliers.mp4 | 36.07 MB |
| ~Get Your Files Here !/4 - Module 3 Automated Data Testing/19 - Ensuring Consistency in Data Distribution.mp4 | 9.67 MB |
| ~Get Your Files Here !/4 - Module 3 Automated Data Testing/20 - Hands on Exercise Automation test scripts for Data Distribution.mp4 | 43.57 MB |
| ~Get Your Files Here !/4 - Module 3 Automated Data Testing/21 - Hands on Exercise Automation test scripts for Data Drift.mp4 | 47.96 MB |
| ~Get Your Files Here !/4 - Module 3 Automated Data Testing/22 - Hands on Exercise Automation test scripts for Feature engineer.mp4 | 16.94 MB |
| ~Get Your Files Here !/4 - Module 3 Automated Data Testing/23 - Tools for Data Testing.mp4 | 9.71 MB |
| ~Get Your Files Here !/4 - Module 3 Automated Data Testing/24 - Setting up Robust Testing Framework.mp4 | 21.29 MB |
| ~Get Your Files Here !/5 - Module 4 Model Evaluation and Automated Testing/25 - Key Concepts Overfitting Underfitting BiasVariance Tradeoff.mp4 | 40.87 MB |
| ~Get Your Files Here !/5 - Module 4 Model Evaluation and Automated Testing/26 - Regression Metrics MAE MSE RMSE R.mp4 | 16.6 MB |
| ~Get Your Files Here !/5 - Module 4 Model Evaluation and Automated Testing/27 - Classification Metrics Confusion Matrix Accuracy Precision Recall F1Score.mp4 | 29.86 MB |
| ~Get Your Files Here !/5 - Module 4 Model Evaluation and Automated Testing/28 - Classification Metrics ROC and AUC.mp4 | 18.09 MB |
| ~Get Your Files Here !/5 - Module 4 Model Evaluation and Automated Testing/29 - Evaluation Metrics for Unsupervised Learning Silhouette score and Elbow method.mp4 | 51.5 MB |
| ~Get Your Files Here !/5 - Module 4 Model Evaluation and Automated Testing/30 - Writing Automated Tests for Model Evaluation.mp4 | 20.01 MB |
| ~Get Your Files Here !/5 - Module 4 Model Evaluation and Automated Testing/31 - Handson Exercise Training Evaluating a Model Using ScikitLearn.mp4 | 8.88 MB |
| ~Get Your Files Here !/5 - Module 4 Model Evaluation and Automated Testing/32 - Hands on Exercise Automated tests for Classification Metrics.mp4 | 14.43 MB |
| ~Get Your Files Here !/5 - Module 4 Model Evaluation and Automated Testing/33 - Hands on Exercise Automated tests for Regression Metrics.mp4 | 10.84 MB |
| ~Get Your Files Here !/5 - Module 4 Model Evaluation and Automated Testing/34 - Hands on Exercise Automated tests for Clustering Metrics.mp4 | 11.44 MB |
| ~Get Your Files Here !/5 - Module 4 Model Evaluation and Automated Testing/35 - Organising the tests.mp4 | 11.73 MB |
| ~Get Your Files Here !/5 - Module 4 Model Evaluation and Automated Testing/36 - Using TFMA for TensorFlow Models.mp4 | 11.22 MB |
| ~Get Your Files Here !/6 - Module 5 CrossValidation and Generalization Testing/37 - The concept of Generalization in ML models.mp4 | 11.14 MB |
| ~Get Your Files Here !/6 - Module 5 CrossValidation and Generalization Testing/38 - CrossValidation Explained.mp4 | 4.28 MB |
| ~Get Your Files Here !/6 - Module 5 CrossValidation and Generalization Testing/39 - Understanding kfold crossvalidation and its importance.mp4 | 6.07 MB |
| ~Get Your Files Here !/6 - Module 5 CrossValidation and Generalization Testing/40 - Hands on Automating CrossValidation Testing.mp4 | 13.09 MB |
| ~Get Your Files Here !/6 - Module 5 CrossValidation and Generalization Testing/41 - Hands on Evaluating model generalization across multiple data splits.mp4 | 15.4 MB |
| ~Get Your Files Here !/6 - Module 5 CrossValidation and Generalization Testing/42 - Tools for CrossValidation Using Scikitlearn for automated crossvalidation.mp4 | 13.59 MB |
| ~Get Your Files Here !/7 - Module 6 Robustness and Stress Testing/43 - Introduction to Robustness Testing.mp4 | 25.73 MB |
| ~Get Your Files Here !/7 - Module 6 Robustness and Stress Testing/44 - Automating Edge Case and Noise Testing.mp4 | 6.3 MB |
| ~Get Your Files Here !/7 - Module 6 Robustness and Stress Testing/45 - Hands on Writing automated tests for Edge cases in data.mp4 | 20.73 MB |
| ~Get Your Files Here !/7 - Module 6 Robustness and Stress Testing/46 - Hands on Writing automated tests for Noise in data.mp4 | 12.13 MB |
| ~Get Your Files Here !/7 - Module 6 Robustness and Stress Testing/47 - Hands on Generating adversarial examples for testing model robustness.mp4 | 29.95 MB |
| ~Get Your Files Here !/7 - Module 6 Robustness and Stress Testing/48 - Tools for Robustness Testing.mp4 | 12.54 MB |
| ~Get Your Files Here !/8 - Module 7 Fairness and Bias Testing/49 - Understanding Fairness and Bias in ML.mp4 | 12.39 MB |
| ~Get Your Files Here !/8 - Module 7 Fairness and Bias Testing/50 - Detecting and mitigating bias in ML.mp4 | 10.09 MB |
| ~Get Your Files Here !/8 - Module 7 Fairness and Bias Testing/51 - Automated Tests for Fairness and Bias.mp4 | 8.94 MB |
| ~Get Your Files Here !/8 - Module 7 Fairness and Bias Testing/52 - Tools for Fairness Testing.mp4 | 19.71 MB |
| ~Get Your Files Here !/8 - Module 7 Fairness and Bias Testing/53 - Hands on Exercise Automating Fairness testing using AIF 360.mp4 | 24.13 MB |
| ~Get Your Files Here !/8 - Module 7 Fairness and Bias Testing/54 - Hands on Exercise Automated Fairness Test Script using Fairlearn.mp4 | 24.03 MB |
| ~Get Your Files Here !/8 - Module 7 Fairness and Bias Testing/55 - Integrating Fairness tests into CICD pipeline.mp4 | 8.74 MB |
| ~Get Your Files Here !/9 - Module 8 Deployment and PostDeployment Testing/56 - Introduction to Deployment Testing.mp4 | 19.67 MB |
| ~Get Your Files Here !/9 - Module 8 Deployment and PostDeployment Testing/57 - Introduction to Automated Deployment Testing.mp4 | 5.67 MB |
| ~Get Your Files Here !/9 - Module 8 Deployment and PostDeployment Testing/58 - Hands on Writing Automated API Tests with Pytest.mp4 | 5.37 MB |
| ~Get Your Files Here !/9 - Module 8 Deployment and PostDeployment Testing/59 - Tools for Deployment Testing.mp4 | 4.06 MB |
| ~Get Your Files Here !/9 - Module 8 Deployment and PostDeployment Testing/60 - Hands on Postman API Test Automation.mp4 | 5.41 MB |
| ~Get Your Files Here !/9 - Module 8 Deployment and PostDeployment Testing/61 - Hands on Performance Testing ML Apis with Locust.mp4 | 12.76 MB |
| ~Get Your Files Here !/9 - Module 8 Deployment and PostDeployment Testing/62 - Hands on Security Testing for Unauthorized Access Injection Attacks.mp4 | 7.22 MB |
| ~Get Your Files Here !/Bonus Resources.txt | 70 B |
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