Download Udemy - The Ultimate Guide For Automated Machine Learning Testing Torrent

Torrent Contents Size: 1.1 GB

Udemy - The Ultimate Guide For Automated Machine Learning Testing

▼ show more 56 files

1 - Introduction.mp4	MP4	10.1 MB
10 - Checklist of ML Test strategy Template.mp4	MP4	12.3 MB
11 - Choosing the Right Metrics for testing.mp4	MP4	10.7 MB
12 - Introduction to Test Automation in ML.mp4	MP4	18.6 MB
13 - Challenges in ML Automation Testing.mp4	MP4	12.6 MB
14 - Automated Testing pipeline.mp4	MP4	10.8 MB
15 - Best Practices for Test Automation in ML.mp4	MP4	10.4 MB
16 - Introduction to Data Testing in ML.mp4	MP4	21 MB
17 - Writing Automated Tests for Data Quality.mp4	MP4	9.2 MB
18 - Hands on Exercise Writing test scripts for missing data duplicates outliers.mp4	MP4	36.1 MB
19 - Ensuring Consistency in Data Distribution.mp4	MP4	9.7 MB
2 - What is Machine Learning.mp4	MP4	19.8 MB
20 - Hands on Exercise Automation test scripts for Data Distribution.mp4	MP4	43.6 MB
21 - Hands on Exercise Automation test scripts for Data Drift.mp4	MP4	48 MB
22 - Hands on Exercise Automation test scripts for Feature engineer.mp4	MP4	16.9 MB
23 - Tools for Data Testing.mp4	MP4	9.7 MB
24 - Setting up Robust Testing Framework.mp4	MP4	21.3 MB
25 - Key Concepts Overfitting Underfitting BiasVariance Tradeoff.mp4	MP4	40.9 MB
26 - Regression Metrics MAE MSE RMSE R.mp4	MP4	16.6 MB
27 - Classification Metrics Confusion Matrix Accuracy Precision Recall F1Score.mp4	MP4	29.9 MB
28 - Classification Metrics ROC and AUC.mp4	MP4	18.1 MB
29 - Evaluation Metrics for Unsupervised Learning Silhouette score and Elbow method.mp4	MP4	51.5 MB
3 - Various types of ML.mp4	MP4	27.6 MB
30 - Writing Automated Tests for Model Evaluation.mp4	MP4	20 MB
31 - Handson Exercise Training Evaluating a Model Using ScikitLearn.mp4	MP4	8.9 MB
32 - Hands on Exercise Automated tests for Classification Metrics.mp4	MP4	14.4 MB
33 - Hands on Exercise Automated tests for Regression Metrics.mp4	MP4	10.8 MB
34 - Hands on Exercise Automated tests for Clustering Metrics.mp4	MP4	11.4 MB
35 - Organising the tests.mp4	MP4	11.7 MB
36 - Using TFMA for TensorFlow Models.mp4	MP4	11.2 MB
37 - The concept of Generalization in ML models.mp4	MP4	11.1 MB
38 - CrossValidation Explained.mp4	MP4	4.3 MB
39 - Understanding kfold crossvalidation and its importance.mp4	MP4	6.1 MB
4 - The ML workflow Data collection preprocessing model training and evaluation.mp4	MP4	18.3 MB
40 - Hands on Automating CrossValidation Testing.mp4	MP4	13.1 MB
41 - Hands on Evaluating model generalization across multiple data splits.mp4	MP4	15.4 MB
42 - Tools for CrossValidation Using Scikitlearn for automated crossvalidation.mp4	MP4	13.6 MB
43 - Introduction to Robustness Testing.mp4	MP4	25.7 MB
44 - Automating Edge Case and Noise Testing.mp4	MP4	6.3 MB
45 - Hands on Writing automated tests for Edge cases in data.mp4	MP4	20.7 MB
46 - Hands on Writing automated tests for Noise in data.mp4	MP4	12.1 MB
47 - Hands on Generating adversarial examples for testing model robustness.mp4	MP4	30 MB
48 - Tools for Robustness Testing.mp4	MP4	12.5 MB
49 - Understanding Fairness and Bias in ML.mp4	MP4	12.4 MB
5 - Understanding ML testing.mp4	MP4	8.7 MB
50 - Detecting and mitigating bias in ML.mp4	MP4	10.1 MB
51 - Automated Tests for Fairness and Bias.mp4	MP4	8.9 MB
52 - Tools for Fairness Testing.mp4	MP4	19.7 MB
53 - Hands on Exercise Automating Fairness testing using AIF 360.mp4	MP4	24.1 MB
54 - Hands on Exercise Automated Fairness Test Script using Fairlearn.mp4	MP4	24 MB
55 - Integrating Fairness tests into CICD pipeline.mp4	MP4	8.7 MB
56 - Introduction to Deployment Testing.mp4	MP4	19.7 MB
57 - Introduction to Automated Deployment Testing.mp4	MP4	5.7 MB
58 - Hands on Writing Automated API Tests with Pytest.mp4	MP4	5.4 MB
59 - Tools for Deployment Testing.mp4	MP4	4.1 MB
6 - ML testing as a Process.mp4	MP4	14.4 MB
60 - Hands on Postman API Test Automation.mp4	MP4	5.4 MB
61 - Hands on Performance Testing ML Apis with Locust.mp4	MP4	12.8 MB
62 - Hands on Security Testing for Unauthorized Access Injection Attacks.mp4	MP4	7.2 MB
63 - Introduction to Model Monitoring.mp4	MP4	8.6 MB
64 - Automating Monitoring and Maintenance.mp4	MP4	6.2 MB
65 - Tools for Monitoring.mp4	MP4	7.8 MB
66 - Hands on Detecting Data drift with Evidently AI.mp4	MP4	12.9 MB
67 - Setting Up Alerts Triggers with Prometheus Grafana.mp4	MP4	9.2 MB
68 - E2E Automated Monitoring and Alerts for ML Models.mp4	MP4	22.7 MB
69 - Key TakeAways.mp4	MP4	7.6 MB
7 - Key differences between Traditional and ML testing.mp4	MP4	7.8 MB
8 - Challenges with ML Testing.mp4	MP4	18.8 MB
9 - Introduction to Test Strategy in ML.mp4	MP4	35.2 MB
Bonus Resources.txt	TXT	102.4 B
Get Bonus Downloads Here.url	URL	204.8 B

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Udemy - The Ultimate Guide For Automated Machine Learning Testing

Torrent Contents Size: 1.1 GB

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