WebToolTip com Udemy The Ultimate Guide For Automated Machine Learning Testing

WebToolTip com Udemy The Ultimate Guide For Automated Machine Learning Testing

Name	[ WebToolTip.com ] Udemy - The Ultimate Guide For Automated Machine Learning Testing	DOWNLOAD Copy Link
Total Size	1.2 GB
Total Files	71
Last Seen	2025-03-09 23:54
Hash	0E41DC92206BCB0446DC982AFC318FBBD65B4C23

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Get Bonus Downloads Here.url	0.2 KB
/1 - Introduction/
1 - Introduction.mp4	10.6 MB
/.../10 - Module 9 Monitoring Maintenance and Continuous Testing/
63 - Introduction to Model Monitoring.mp4	9.0 MB
64 - Automating Monitoring and Maintenance.mp4	6.5 MB
65 - Tools for Monitoring.mp4	8.2 MB
66 - Hands on Detecting Data drift with Evidently AI.mp4	13.6 MB
67 - Setting Up Alerts Triggers with Prometheus Grafana.mp4	9.7 MB
68 - E2E Automated Monitoring and Alerts for ML Models.mp4	23.8 MB
69 - Key TakeAways.mp4	8.0 MB
/.../2 - Module 1 Basics of Machine Learning/
2 - What is Machine Learning.mp4	20.8 MB
3 - Various types of ML.mp4	28.9 MB
4 - The ML workflow Data collection preprocessing model training and evaluation.mp4	19.2 MB
/.../3 - Module 2 Basics of Machine learning Testing/
10 - Checklist of ML Test strategy Template.mp4	12.8 MB
11 - Choosing the Right Metrics for testing.mp4	11.3 MB
12 - Introduction to Test Automation in ML.mp4	19.5 MB
13 - Challenges in ML Automation Testing.mp4	13.2 MB
14 - Automated Testing pipeline.mp4	11.4 MB
15 - Best Practices for Test Automation in ML.mp4	10.9 MB
5 - Understanding ML testing.mp4	9.1 MB
6 - ML testing as a Process.mp4	15.1 MB
7 - Key differences between Traditional and ML testing.mp4	8.2 MB
8 - Challenges with ML Testing.mp4	19.7 MB
9 - Introduction to Test Strategy in ML.mp4	36.9 MB
/.../4 - Module 3 Automated Data Testing/
16 - Introduction to Data Testing in ML.mp4	22.0 MB
17 - Writing Automated Tests for Data Quality.mp4	9.6 MB
18 - Hands on Exercise Writing test scripts for missing data duplicates outliers.mp4	37.8 MB
19 - Ensuring Consistency in Data Distribution.mp4	10.1 MB
20 - Hands on Exercise Automation test scripts for Data Distribution.mp4	45.7 MB
21 - Hands on Exercise Automation test scripts for Data Drift.mp4	50.3 MB
22 - Hands on Exercise Automation test scripts for Feature engineer.mp4	17.8 MB
23 - Tools for Data Testing.mp4	10.2 MB
24 - Setting up Robust Testing Framework.mp4	22.3 MB
/.../5 - Module 4 Model Evaluation and Automated Testing/
25 - Key Concepts Overfitting Underfitting BiasVariance Tradeoff.mp4	42.9 MB
26 - Regression Metrics MAE MSE RMSE R.mp4	17.4 MB
27 - Classification Metrics Confusion Matrix Accuracy Precision Recall F1Score.mp4	31.3 MB
28 - Classification Metrics ROC and AUC.mp4	19.0 MB
29 - Evaluation Metrics for Unsupervised Learning Silhouette score and Elbow method.mp4	54.0 MB
30 - Writing Automated Tests for Model Evaluation.mp4	21.0 MB
31 - Handson Exercise Training Evaluating a Model Using ScikitLearn.mp4	9.3 MB
32 - Hands on Exercise Automated tests for Classification Metrics.mp4	15.1 MB
33 - Hands on Exercise Automated tests for Regression Metrics.mp4	11.4 MB
34 - Hands on Exercise Automated tests for Clustering Metrics.mp4	12.0 MB
35 - Organising the tests.mp4	12.3 MB
36 - Using TFMA for TensorFlow Models.mp4	11.8 MB
/.../6 - Module 5 CrossValidation and Generalization Testing/
37 - The concept of Generalization in ML models.mp4	11.7 MB
38 - CrossValidation Explained.mp4	4.5 MB
39 - Understanding kfold crossvalidation and its importance.mp4	6.4 MB
40 - Hands on Automating CrossValidation Testing.mp4	13.7 MB
41 - Hands on Evaluating model generalization across multiple data splits.mp4	16.1 MB
42 - Tools for CrossValidation Using Scikitlearn for automated crossvalidation.mp4	14.2 MB
/.../7 - Module 6 Robustness and Stress Testing/
43 - Introduction to Robustness Testing.mp4	27.0 MB
44 - Automating Edge Case and Noise Testing.mp4	6.6 MB
45 - Hands on Writing automated tests for Edge cases in data.mp4	21.7 MB
46 - Hands on Writing automated tests for Noise in data.mp4	12.7 MB
47 - Hands on Generating adversarial examples for testing model robustness.mp4	31.4 MB
48 - Tools for Robustness Testing.mp4	13.2 MB
/.../8 - Module 7 Fairness and Bias Testing/
49 - Understanding Fairness and Bias in ML.mp4	13.0 MB
50 - Detecting and mitigating bias in ML.mp4	10.6 MB
51 - Automated Tests for Fairness and Bias.mp4	9.4 MB
52 - Tools for Fairness Testing.mp4	20.7 MB
53 - Hands on Exercise Automating Fairness testing using AIF 360.mp4	25.3 MB
54 - Hands on Exercise Automated Fairness Test Script using Fairlearn.mp4	25.2 MB
55 - Integrating Fairness tests into CICD pipeline.mp4	9.2 MB
/.../9 - Module 8 Deployment and PostDeployment Testing/
56 - Introduction to Deployment Testing.mp4	20.6 MB
57 - Introduction to Automated Deployment Testing.mp4	5.9 MB
58 - Hands on Writing Automated API Tests with Pytest.mp4	5.6 MB
59 - Tools for Deployment Testing.mp4	4.3 MB
60 - Hands on Postman API Test Automation.mp4	5.7 MB
61 - Hands on Performance Testing ML Apis with Locust.mp4	13.4 MB
62 - Hands on Security Testing for Unauthorized Access Injection Attacks.mp4	7.6 MB
/~Get Your Files Here !/
Bonus Resources.txt	0.1 KB
Total files 71