ml_observability_course
Free Open-source ML observability course for data scientists and ML engineers. Learn how to monitor and debug your ML models in production.
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Download Latest Version (.zip)- greetings.yml
- ml-lifecycle.md
- ml-monitoring-architectures.md
- ml-monitoring-metrics.md
- ml-monitoring-observability.md
- ml-monitoring-setup.md
- readme.md
- data-drift-deep-dive.md
- data-prediction-drift-code-practice.md
- data-prediction-drift-in-ml.md
- data-quality-code-practice.md
- data-quality-in-ml.md
- evaluate-ml-model-quality.md
- ml-model-quality-code-practice.md
- ml-quality-metrics-classification-regression-ranking.md
- readme.md
- introduction-nlp-llm-monitoring.md
- monitoring-data-drift-on-raw-text-data.md
- monitoring-data-drift-with-descriptors.md
- monitoring-embeddings-drift.md
- monitoring-multimodal-datasets.md
- monitoring-text-data-code-practice.md
- readme.md
- choosing-ml-monitoring-deployment-architecture.md
- custom-metrics-evidently-code-practice.md
- custom-metrics-ml-monitoring.md
- how-to-choose-reference-dataset-ml-monitoring.md
- how-to-prioritize-monitoring-metrics.md
- logging-ml-monitoring.md
- readme.md
- when-to-retrain-ml-models.md
- data-drift-model-quality-checks-airflow-code-practice.md
- data-drift-model-quality-checks-prefect-code-practice.md
- design-custom-test-suite-evidently-code-practice.md
- introduction-data-ml-pipeline-testing.md
- log-data-drift-test-results-mlflow-code-practice.md
- readme.md
- test-input-data-quality-stability-drift-code-practice.md
- test-ml-model-outputs-quality-code-practice.md
- train-evaluate-ml-model-code-practice.md
- batch-ml-monitoring-dashboard-code-practice.md
- full-stack-ml-observability.md
- how-deploy-ml-monitoring-dashboard.md
- ml-monitoring-evidently-grafana-code-practice.md
- online-ml-monitoring-dashboard-code-practice.md
- readme.md
- README.md
- SUMMARY.md
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- readme.md
- data_drift_deep_dive.ipynb
- data_quality.ipynb
- ml_model_quality.ipynb
- requirements.txt
- requirements.txt
- unstructured_data_code_practice.ipynb
- custom_metric_practice.ipynb
- requirements.txt
- conditional_drift_suite.py
- docker-compose.yaml
- Dockerfile
- requirements.txt
- log_artifacts.py
- requirements.txt
- requirements.txt
- sequential_checks.py
- custome_suite_practice.ipynb
- data_quality_test_practice.ipynb
- model_quality_practice.ipynb
- requirements.txt
- train_and_evaluate_model_practice.ipynb
- utils.py
- grafana_dashboards.yaml
- grafana_datasources.yaml
- docker-compose.yml
- metrics_calculation_and_logging.py
- requirements.txt
- batch_monitoring_dashboard.py
- online_monitoring_dashboard.py
- requirements.txt
- .gitbook.yaml
- .gitignore
- LICENSE
- README.md
// repository documentation
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