Udemy The Ultimate Guide For Automated Machine Learning Testing
Seeders : 22 Leechers : 2
| Torrent Hash : | 0E41DC92206BCB0446DC982AFC318FBBD65B4C23 |
| Torrent Added : | at Feb. 21, 2025, 8:03 p.m. in Other |
| Torrent Size : | 1.1 GB |
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Udemy The Ultimate Guide For Automated Machine Learning Testing
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Udemy The Ultimate Guide For Automated Machine Learning Testing
Get Bonus Downloads Here.url -
1 - Introduction.mp4 -
63 - Introduction to Model Monitoring.mp4 -
64 - Automating Monitoring and Maintenance.mp4 -
65 - Tools for Monitoring.mp4 -
66 - Hands on Detecting Data drift with Evidently AI.mp4 -
67 - Setting Up Alerts Triggers with Prometheus Grafana.mp4 -
68 - E2E Automated Monitoring and Alerts for ML Models.mp4 -
69 - Key TakeAways.mp4 -
2 - What is Machine Learning.mp4 -
3 - Various types of ML.mp4 -
4 - The ML workflow Data collection preprocessing model training and evaluation.mp4 -
10 - Checklist of ML Test strategy Template.mp4 -
11 - Choosing the Right Metrics for testing.mp4 -
12 - Introduction to Test Automation in ML.mp4 -
13 - Challenges in ML Automation Testing.mp4 -
14 - Automated Testing pipeline.mp4 -
15 - Best Practices for Test Automation in ML.mp4 -
5 - Understanding ML testing.mp4 -
6 - ML testing as a Process.mp4 -
7 - Key differences between Traditional and ML testing.mp4 -
8 - Challenges with ML Testing.mp4 -
9 - Introduction to Test Strategy in ML.mp4 -
16 - Introduction to Data Testing in ML.mp4 -
17 - Writing Automated Tests for Data Quality.mp4 -
18 - Hands on Exercise Writing test scripts for missing data duplicates outliers.mp4 -
19 - Ensuring Consistency in Data Distribution.mp4 -
20 - Hands on Exercise Automation test scripts for Data Distribution.mp4 -
21 - Hands on Exercise Automation test scripts for Data Drift.mp4 -
22 - Hands on Exercise Automation test scripts for Feature engineer.mp4 -
23 - Tools for Data Testing.mp4 -
24 - Setting up Robust Testing Framework.mp4 -
25 - Key Concepts Overfitting Underfitting BiasVariance Tradeoff.mp4 -
26 - Regression Metrics MAE MSE RMSE R.mp4 -
27 - Classification Metrics Confusion Matrix Accuracy Precision Recall F1Score.mp4 -
28 - Classification Metrics ROC and AUC.mp4 -
29 - Evaluation Metrics for Unsupervised Learning Silhouette score and Elbow method.mp4 -
30 - Writing Automated Tests for Model Evaluation.mp4 -
31 - Handson Exercise Training Evaluating a Model Using ScikitLearn.mp4 -
32 - Hands on Exercise Automated tests for Classification Metrics.mp4 -
33 - Hands on Exercise Automated tests for Regression Metrics.mp4 -
34 - Hands on Exercise Automated tests for Clustering Metrics.mp4 -
35 - Organising the tests.mp4 -
36 - Using TFMA for TensorFlow Models.mp4 -
37 - The concept of Generalization in ML models.mp4 -
38 - CrossValidation Explained.mp4 -
39 - Understanding kfold crossvalidation and its importance.mp4 -
40 - Hands on Automating CrossValidation Testing.mp4 -
41 - Hands on Evaluating model generalization across multiple data splits.mp4 -
42 - Tools for CrossValidation Using Scikitlearn for automated crossvalidation.mp4 -
43 - Introduction to Robustness Testing.mp4 -
44 - Automating Edge Case and Noise Testing.mp4 -
45 - Hands on Writing automated tests for Edge cases in data.mp4 -
46 - Hands on Writing automated tests for Noise in data.mp4 -
47 - Hands on Generating adversarial examples for testing model robustness.mp4 -
48 - Tools for Robustness Testing.mp4 -
49 - Understanding Fairness and Bias in ML.mp4 -
50 - Detecting and mitigating bias in ML.mp4 -
51 - Automated Tests for Fairness and Bias.mp4 -
52 - Tools for Fairness Testing.mp4 -
53 - Hands on Exercise Automating Fairness testing using AIF 360.mp4 -
54 - Hands on Exercise Automated Fairness Test Script using Fairlearn.mp4 -
55 - Integrating Fairness tests into CICD pipeline.mp4 -
56 - Introduction to Deployment Testing.mp4 -
57 - Introduction to Automated Deployment Testing.mp4 -
58 - Hands on Writing Automated API Tests with Pytest.mp4 -
59 - Tools for Deployment Testing.mp4 -
60 - Hands on Postman API Test Automation.mp4 -
61 - Hands on Performance Testing ML Apis with Locust.mp4 -
62 - Hands on Security Testing for Unauthorized Access Injection Attacks.mp4 -
Bonus Resources.txt -
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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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