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[ WebToolTip.com ] Udemy - The Ultimate Guide For Automated Machine Learning Testing
Language: English | Size: 1.08 GB | Duration: 4h 36m
Hands-on ML Testing & Automation: Build Reliable Models with Ready-to-Use Scripts & Real-World Testing Frameworks!
What you'll learn
Gain hands-on experience with ready-to-use ML testing scripts and automation frameworks to confidently apply testing techniques in real projects.
Apply ML testing concepts through real-world exercises, coding challenges, and practical scripts designed to accelerate your learning. Learn to automate ML dat
Learn to automate ML data validation, model evaluation, and API testing with industry-relevant tools and hands-on implementation.
Build expertise in ML test automation with step-by-step guidance, covering data quality, model performance, bias detection, and deployment testing.
Requirements
Basic Understanding of Machine Learning – Familiarity with ML concepts like training models, evaluation, and common algorithms is helpful.
Python Programming Skills – Knowledge of Python and basic scripting is required for hands-on exercises.
Familiarity with ML Libraries - like Scikit-learn, TensorFlow, or PyTorch is beneficial.
Basic Understanding of Software Testing – Awareness of testing concepts (unit testing, validation) will be useful but not mandatory And Interest in ML Automation – No prior ML testing experience is needed, but curiosity about automating ML workflows will be helpful.
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FILE LIST
Filename
Size
~Get Your Files Here !/1 - Introduction/1 - Introduction.mp4
10.1 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
7.8 MB
~Get Your Files Here !/10 - Module 9 Monitoring Maintenance and Continuous Testing/66 - Hands on Detecting Data drift with Evidently AI.mp4
12.9 MB
~Get Your Files Here !/10 - Module 9 Monitoring Maintenance and Continuous Testing/67 - Setting Up Alerts Triggers with Prometheus Grafana.mp4
9.2 MB
~Get Your Files Here !/10 - Module 9 Monitoring Maintenance and Continuous Testing/68 - E2E Automated Monitoring and Alerts for ML Models.mp4
22.7 MB
~Get Your Files Here !/10 - Module 9 Monitoring Maintenance and Continuous Testing/69 - Key TakeAways.mp4
7.6 MB
~Get Your Files Here !/2 - Module 1 Basics of Machine Learning/2 - What is Machine Learning.mp4
19.8 MB
~Get Your Files Here !/2 - Module 1 Basics of Machine Learning/3 - Various types of ML.mp4
27.6 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
12.3 MB
~Get Your Files Here !/3 - Module 2 Basics of Machine learning Testing/11 - Choosing the Right Metrics for testing.mp4
10.7 MB
~Get Your Files Here !/3 - Module 2 Basics of Machine learning Testing/12 - Introduction to Test Automation in ML.mp4
18.6 MB
~Get Your Files Here !/3 - Module 2 Basics of Machine learning Testing/13 - Challenges in ML Automation Testing.mp4
12.6 MB
~Get Your Files Here !/3 - Module 2 Basics of Machine learning Testing/14 - Automated Testing pipeline.mp4
10.8 MB
~Get Your Files Here !/3 - Module 2 Basics of Machine learning Testing/15 - Best Practices for Test Automation in ML.mp4
10.4 MB
~Get Your Files Here !/3 - Module 2 Basics of Machine learning Testing/5 - Understanding ML testing.mp4
8.7 MB
~Get Your Files Here !/3 - Module 2 Basics of Machine learning Testing/6 - ML testing as a Process.mp4
14.4 MB
~Get Your Files Here !/3 - Module 2 Basics of Machine learning Testing/7 - Key differences between Traditional and ML testing.mp4
7.8 MB
~Get Your Files Here !/3 - Module 2 Basics of Machine learning Testing/8 - Challenges with ML Testing.mp4
18.8 MB
~Get Your Files Here !/3 - Module 2 Basics of Machine learning Testing/9 - Introduction to Test Strategy in ML.mp4
35.2 MB
~Get Your Files Here !/4 - Module 3 Automated Data Testing/16 - Introduction to Data Testing in ML.mp4
21 MB
~Get Your Files Here !/4 - Module 3 Automated Data Testing/17 - Writing Automated Tests for Data Quality.mp4
9.2 MB
~Get Your Files Here !/4 - Module 3 Automated Data Testing/18 - Hands on Exercise Writing test scripts for missing data duplicates outliers.mp4
36.1 MB
~Get Your Files Here !/4 - Module 3 Automated Data Testing/19 - Ensuring Consistency in Data Distribution.mp4
9.7 MB
~Get Your Files Here !/4 - Module 3 Automated Data Testing/20 - Hands on Exercise Automation test scripts for Data Distribution.mp4
43.6 MB
~Get Your Files Here !/4 - Module 3 Automated Data Testing/21 - Hands on Exercise Automation test scripts for Data Drift.mp4
48 MB
~Get Your Files Here !/4 - Module 3 Automated Data Testing/22 - Hands on Exercise Automation test scripts for Feature engineer.mp4
16.9 MB
~Get Your Files Here !/4 - Module 3 Automated Data Testing/23 - Tools for Data Testing.mp4
9.7 MB
~Get Your Files Here !/4 - Module 3 Automated Data Testing/24 - Setting up Robust Testing Framework.mp4
21.3 MB
~Get Your Files Here !/5 - Module 4 Model Evaluation and Automated Testing/25 - Key Concepts Overfitting Underfitting BiasVariance Tradeoff.mp4
40.9 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
29.9 MB
~Get Your Files Here !/5 - Module 4 Model Evaluation and Automated Testing/28 - Classification Metrics ROC and AUC.mp4
18.1 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 MB
~Get Your Files Here !/5 - Module 4 Model Evaluation and Automated Testing/31 - Handson Exercise Training Evaluating a Model Using ScikitLearn.mp4
8.9 MB
~Get Your Files Here !/5 - Module 4 Model Evaluation and Automated Testing/32 - Hands on Exercise Automated tests for Classification Metrics.mp4
14.4 MB
~Get Your Files Here !/5 - Module 4 Model Evaluation and Automated Testing/33 - Hands on Exercise Automated tests for Regression Metrics.mp4
10.8 MB
~Get Your Files Here !/5 - Module 4 Model Evaluation and Automated Testing/34 - Hands on Exercise Automated tests for Clustering Metrics.mp4
11.4 MB
~Get Your Files Here !/5 - Module 4 Model Evaluation and Automated Testing/35 - Organising the tests.mp4
11.7 MB
~Get Your Files Here !/5 - Module 4 Model Evaluation and Automated Testing/36 - Using TFMA for TensorFlow Models.mp4
11.2 MB
~Get Your Files Here !/6 - Module 5 CrossValidation and Generalization Testing/37 - The concept of Generalization in ML models.mp4
11.1 MB
~Get Your Files Here !/6 - Module 5 CrossValidation and Generalization Testing/38 - CrossValidation Explained.mp4
4.3 MB
~Get Your Files Here !/6 - Module 5 CrossValidation and Generalization Testing/39 - Understanding kfold crossvalidation and its importance.mp4
6.1 MB
~Get Your Files Here !/6 - Module 5 CrossValidation and Generalization Testing/40 - Hands on Automating CrossValidation Testing.mp4
13.1 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
13.6 MB
~Get Your Files Here !/7 - Module 6 Robustness and Stress Testing/43 - Introduction to Robustness Testing.mp4
25.7 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
20.7 MB
~Get Your Files Here !/7 - Module 6 Robustness and Stress Testing/46 - Hands on Writing automated tests for Noise in data.mp4
12.1 MB
~Get Your Files Here !/7 - Module 6 Robustness and Stress Testing/47 - Hands on Generating adversarial examples for testing model robustness.mp4
30 MB
~Get Your Files Here !/7 - Module 6 Robustness and Stress Testing/48 - Tools for Robustness Testing.mp4
12.5 MB
~Get Your Files Here !/8 - Module 7 Fairness and Bias Testing/49 - Understanding Fairness and Bias in ML.mp4
12.4 MB
~Get Your Files Here !/8 - Module 7 Fairness and Bias Testing/50 - Detecting and mitigating bias in ML.mp4
10.1 MB
~Get Your Files Here !/8 - Module 7 Fairness and Bias Testing/51 - Automated Tests for Fairness and Bias.mp4
8.9 MB
~Get Your Files Here !/8 - Module 7 Fairness and Bias Testing/52 - Tools for Fairness Testing.mp4
19.7 MB
~Get Your Files Here !/8 - Module 7 Fairness and Bias Testing/53 - Hands on Exercise Automating Fairness testing using AIF 360.mp4
24.1 MB
~Get Your Files Here !/8 - Module 7 Fairness and Bias Testing/54 - Hands on Exercise Automated Fairness Test Script using Fairlearn.mp4
24 MB
~Get Your Files Here !/8 - Module 7 Fairness and Bias Testing/55 - Integrating Fairness tests into CICD pipeline.mp4
8.7 MB
~Get Your Files Here !/9 - Module 8 Deployment and PostDeployment Testing/56 - Introduction to Deployment Testing.mp4
19.7 MB
~Get Your Files Here !/9 - Module 8 Deployment and PostDeployment Testing/57 - Introduction to Automated Deployment Testing.mp4
5.7 MB
~Get Your Files Here !/9 - Module 8 Deployment and PostDeployment Testing/58 - Hands on Writing Automated API Tests with Pytest.mp4
5.4 MB
~Get Your Files Here !/9 - Module 8 Deployment and PostDeployment Testing/59 - Tools for Deployment Testing.mp4
4.1 MB
~Get Your Files Here !/9 - Module 8 Deployment and PostDeployment Testing/60 - Hands on Postman API Test Automation.mp4
5.4 MB
~Get Your Files Here !/9 - Module 8 Deployment and PostDeployment Testing/61 - Hands on Performance Testing ML Apis with Locust.mp4
12.8 MB
~Get Your Files Here !/9 - Module 8 Deployment and PostDeployment Testing/62 - Hands on Security Testing for Unauthorized Access Injection Attacks.mp4
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