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Udemy The Ultimate Guide For Automated Machine Learning Testing

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Language:

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Files:

Get Bonus Downloads Here.url 180 bytes
1 - Introduction.mp4 10.1 MB
63 - Introduction to Model Monitoring.mp4 8.6 MB
64 - Automating Monitoring and Maintenance.mp4 6.2 MB
65 - Tools for Monitoring.mp4 7.8 MB
66 - Hands on Detecting Data drift with Evidently AI.mp4 12.9 MB
67 - Setting Up Alerts Triggers with Prometheus Grafana.mp4 9.2 MB
68 - E2E Automated Monitoring and Alerts for ML Models.mp4 22.7 MB
69 - Key TakeAways.mp4 7.6 MB
2 - What is Machine Learning.mp4 19.8 MB
3 - Various types of ML.mp4 27.6 MB
4 - The ML workflow Data collection preprocessing model training and evaluation.mp4 18.3 MB
10 - Checklist of ML Test strategy Template.mp4 12.3 MB
11 - Choosing the Right Metrics for testing.mp4 10.7 MB
12 - Introduction to Test Automation in ML.mp4 18.6 MB
13 - Challenges in ML Automation Testing.mp4 12.6 MB
14 - Automated Testing pipeline.mp4 10.8 MB
15 - Best Practices for Test Automation in ML.mp4 10.4 MB
5 - Understanding ML testing.mp4 8.7 MB
6 - ML testing as a Process.mp4 14.4 MB
7 - Key differences between Traditional and ML testing.mp4 7.8 MB
8 - Challenges with ML Testing.mp4 18.8 MB
9 - Introduction to Test Strategy in ML.mp4 35.2 MB
16 - Introduction to Data Testing in ML.mp4 21.0 MB
17 - Writing Automated Tests for Data Quality.mp4 9.2 MB
18 - Hands on Exercise Writing test scripts for missing data duplicates outliers.mp4 36.1 MB
19 - Ensuring Consistency in Data Distribution.mp4 9.7 MB
20 - Hands on Exercise Automation test scripts for Data Distribution.mp4 43.6 MB
21 - Hands on Exercise Automation test scripts for Data Drift.mp4 48.0 MB
22 - Hands on Exercise Automation test scripts for Feature engineer.mp4 16.9 MB
23 - Tools for Data Testing.mp4 9.7 MB
24 - Setting up Robust Testing Framework.mp4 21.3 MB
25 - Key Concepts Overfitting Underfitting BiasVariance Tradeoff.mp4 40.9 MB
26 - Regression Metrics MAE MSE RMSE R.mp4 16.6 MB
27 - Classification Metrics Confusion Matrix Accuracy Precision Recall F1Score.mp4 29.9 MB
28 - Classification Metrics ROC and AUC.mp4 18.1 MB
29 - Evaluation Metrics for Unsupervised Learning Silhouette score and Elbow method.mp4 51.5 MB
30 - Writing Automated Tests for Model Evaluation.mp4 20.0 MB
31 - Handson Exercise Training Evaluating a Model Using ScikitLearn.mp4 8.9 MB
32 - Hands on Exercise Automated tests for Classification Metrics.mp4 14.4 MB
33 - Hands on Exercise Automated tests for Regression Metrics.mp4 10.8 MB
34 - Hands on Exercise Automated tests for Clustering Metrics.mp4 11.4 MB
35 - Organising the tests.mp4 11.7 MB
36 - Using TFMA for TensorFlow Models.mp4 11.2 MB
37 - The concept of Generalization in ML models.mp4 11.1 MB
38 - CrossValidation Explained.mp4 4.3 MB
39 - Understanding kfold crossvalidation and its importance.mp4 6.1 MB
40 - Hands on Automating CrossValidation Testing.mp4 13.1 MB
41 - Hands on Evaluating model generalization across multiple data splits.mp4 15.4 MB
42 - Tools for CrossValidation Using Scikitlearn for automated crossvalidation.mp4 13.6 MB
43 - Introduction to Robustness Testing.mp4 25.7 MB
44 - Automating Edge Case and Noise Testing.mp4 6.3 MB
45 - Hands on Writing automated tests for Edge cases in data.mp4 20.7 MB
46 - Hands on Writing automated tests for Noise in data.mp4 12.1 MB
47 - Hands on Generating adversarial examples for testing model robustness.mp4 30.0 MB
48 - Tools for Robustness Testing.mp4 12.5 MB
49 - Understanding Fairness and Bias in ML.mp4 12.4 MB
50 - Detecting and mitigating bias in ML.mp4 10.1 MB
51 - Automated Tests for Fairness and Bias.mp4 8.9 MB
52 - Tools for Fairness Testing.mp4 19.7 MB
53 - Hands on Exercise Automating Fairness testing using AIF 360.mp4 24.1 MB
54 - Hands on Exercise Automated Fairness Test Script using Fairlearn.mp4 24.0 MB
55 - Integrating Fairness tests into CICD pipeline.mp4 8.7 MB
56 - Introduction to Deployment Testing.mp4 19.7 MB
57 - Introduction to Automated Deployment Testing.mp4 5.7 MB
58 - Hands on Writing Automated API Tests with Pytest.mp4 5.4 MB
59 - Tools for Deployment Testing.mp4 4.1 MB
60 - Hands on Postman API Test Automation.mp4 5.4 MB
61 - Hands on Performance Testing ML Apis with Locust.mp4 12.8 MB
62 - Hands on Security Testing for Unauthorized Access Injection Attacks.mp4 7.2 MB
Bonus Resources.txt 70 bytes

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