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INHERIT: active-handout.yml
site_name: MLOps & Interviews
extra:
custom_variables:
repo_aps: https://github.com/insper/mlops
repo_aps_git: https://github.com/insper/mlops.git
extra_javascript:
- js/tabs.js
- js/termynal.js
- js/custom.js
extra_css:
- css/termynal.css
- css/custom.css
nav:
- "Home": index.md
- about.md
- deadlines.md
- contributions.md
# - project/project.md
- APS:
- "APS 01 Part 1": classes/01-intro/aps01_part_1.md
- "APS 01 Part 2": classes/01-intro/aps01_part_2.md
- "APS 02 SQL": classes/03-batch/aps02_sql.md
- "APS 03 Lambda": classes/07-lambda/aps03_lambda.md
- Interviews:
- classes/04-int01/int01.md
- classes/09-int02/int02.md
# - classes/14-int03/int03.md
# - classes/19-int04/int04.md
- Classes:
- "01 - Introduction":
- classes/01-intro/intro.md
- classes/01-intro/aps01_part_1.md
- classes/01-intro/aps01_part_2.md
- "02 - Deploy: first try!":
- classes/02-api/api_deploy.md
- "03 - Batch prediction":
- "Part 1":
- classes/03-batch/intro.md
- classes/03-batch/data_formats.md
- classes/03-batch/practicing.md
- "Part 2":
- classes/03-batch/sql.md
- classes/03-batch/db_tool.md
- classes/03-batch/dot_env.md
- classes/03-batch/aps02_sql.md
- "04 - Interview 01":
- classes/04-int01/faq.md
- classes/04-int01/int01.md
- "05 - Docker":
- classes/05-docker/intro.md
- classes/05-docker/s3.md
- classes/05-docker/docker.md
- "06 - Message Broker":
- classes/06-message-broker/intro.md
- classes/06-message-broker/rabbitmq.md
- classes/06-message-broker/celery.md
- "07 - Lambda Functions":
- "Part 1":
- classes/07-lambda/aws_lambda.md
- classes/07-lambda/config_aws_cli.md
- classes/07-lambda/lambda_practicing.md
- classes/07-lambda/api_gateway.md
# - "Part 2":
- classes/07-lambda/sentiment_analysis.md
- classes/07-lambda/sa_lambda_function.md
- classes/07-lambda/lambda_layer.md
- "Part 2":
- classes/07-lambda/lambda_quotas.md
- classes/07-lambda/lambda_and_docker.md
- classes/07-lambda/iac_terraform_intro.md
- classes/07-lambda/iac_terraform_sentiment.md
- classes/07-lambda/aps03_lambda.md
- "08 - Queues":
- classes/08-queue/intro.md
- classes/08-queue/concurrent_execution.md
- classes/08-queue/sqs_practicing.md
- classes/08-queue/sqs_and_lambda.md
- "09 - Interview 02":
- classes/09-int02/int02.md
- "10 - Documentation":
- classes/10-documentation/intro.md
- classes/10-documentation/code_documentation.md
- classes/10-documentation/fast_api_docs.md
- classes/10-documentation/ml_canvas.md
- "11 - CI/CD":
- classes/11-ci-cd/intro.md
- classes/11-ci-cd/testing.md
- classes/11-ci-cd/auto_deploy.md
- "12 - Tracking":
- "Part 1":
- classes/12-tracking/intro.md
- classes/12-tracking/mlflow.md
- "Part 2":
- classes/12-tracking/centralization.md
- classes/12-tracking/model_registry.md
- "13 - Logging":
- classes/13-logging/intro.md
- classes/13-logging/python_logging.md
- classes/13-logging/structured_logging.md
- classes/13-logging/read_aws_logs.md
# - "14 - Interview 03":
# - classes/14-int03/int03.md
# - "15 - Monitoring":
# # - "Part 1":
# - classes/15-monitoring/intro.md
# - classes/15-monitoring/metrics.md
# - classes/15-monitoring/model_degradation.md
# - classes/15-monitoring/data_drift_methods.md
# # - "Part 2":
# - classes/15-monitoring/data_drift_ml.md
# - classes/15-monitoring/performance_degradation.md
# - "16 - Data versioning":
# - "Part 1":
# - classes/16-data-versioning/intro.md
# - classes/16-data-versioning/dvc.md
# - classes/16-data-versioning/s3_storage.md
# - "Part 2":
# - classes/16-data-versioning/pipelines.md
# - classes/16-data-versioning/practicing.md
# - "17 - Feature store":
# - classes/17-feature-store/intro.md
# - classes/17-feature-store/feast.md
# - "18 - Sagemaker":
# - classes/18-sagemaker/intro.md
# - classes/18-sagemaker/sagemaker.md
# - "19 - Interview 04":
# - classes/19-int04/int04.md