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[ WebToolTip.com ] Udemy - The Ultimate Guide For Automated Machine Learning Testing

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Size
1.1 GB
Seeders
8
Leechers
3
Files
70
Category
Other
Added
02/23/25 at 5:26am GMT+1
Status
Not verified
Infohash
0e41dc92206bcb0446dc982afc318fbbd65b4c23

Description
The Ultimate Guide For Automated Machine Learning Testing


https://WebToolTip.com


Published 2/2025

MP4 | Video: h264, 1920x1080 | Audio: AAC, 44.1 KHz

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.

File list
  • [ WebToolTip.com ] Udemy - The Ultimate Guide For Automated Machine Learning Testing
  • ~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 7.2 MB
  • ~Get Your Files Here !/Bonus Resources.txt 70 B

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