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mkdocs.yml
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site_name: DTU-MLOps
docs_dir: .
site_dir: ../site
repo_url: https://github.com/SkafteNicki/dtu_mlops
edit_uri: edit/main/
copyright: Copyright © 2021 - 2024 Nicki Skafte Detlefsen
theme:
language: en
name: material
favicon: figures/favicon.png
logo: figures/mlops_cycle.png
icon:
repo: fontawesome/brands/github
edit: material/pencil
view: material/eye
palette:
# Palette toggle for light mode
- scheme: default
primary: light blue
toggle:
icon: material/brightness-7
name: Switch to dark mode
# Palette toggle for dark mode
- scheme: slate
primary: indigo
toggle:
icon: material/brightness-4
name: Switch to light mode
features:
- navigation.instant
- navigation.indexes
- navigation.footer
- content.code.copy
- content.code.annotate
- content.action.edit
- content.action.view
- search.suggest
- search.highlight
markdown_extensions:
- pymdownx.highlight:
anchor_linenums: true
line_spans: __span
pygments_lang_class: true
- pymdownx.inlinehilite
- pymdownx.snippets
- pymdownx.superfences
- attr_list
- md_in_html
- admonition
- pymdownx.details
- pymdownx.tabbed:
alternate_style: true
- def_list
- pymdownx.tasklist:
custom_checkbox: true
- pymdownx.superfences
- pymdownx.emoji:
emoji_index: !!python/name:material.extensions.emoji.twemoji
emoji_generator: !!python/name:material.extensions.emoji.to_svg
plugins:
- search
- glightbox
- same-dir
- markdown-exec
- git-revision-date-localized:
enable_creation_date: true
- exclude:
glob:
- student_repos/*
- reports/README.md
- s10_extra/design.md
- s10_extra/infrastructure_as_code.md
- s10_extra/kubernetes.md
- s10_extra/orchestration.md
- s10_extra/calibration.md
- s10_extra/quantization.md
- samples/README.md
- tools/README.md
extra:
social:
- icon: material/email
link: mailto:[email protected]
- icon: fontawesome/brands/github
link: https://github.com/SkafteNicki
- icon: fontawesome/brands/linkedin
link: https://www.linkedin.com/in/nicki-skafte-detlefsen/
nav:
- Home: README.md
- Time plan: pages/timeplan.md
- S1 - Development Environment 💻:
- s1_development_environment/README.md
- M1 - The command line: s1_development_environment/command_line.md
- M2 - Package Manager: s1_development_environment/package_manager.md
- M3 - Editor: s1_development_environment/editor.md
- M4 - Deep Learning Software: s1_development_environment/deep_learning_software.md
- S2 - Organisation and Version Control 📁:
- s2_organisation_and_version_control/README.md
- M5 - Git: s2_organisation_and_version_control/git.md
- M6 - Code structure: s2_organisation_and_version_control/code_structure.md
- M7 - Good coding practice: s2_organisation_and_version_control/good_coding_practice.md
- M8 - Data version control: s2_organisation_and_version_control/dvc.md
- M9 - Command Line Interfaces: s2_organisation_and_version_control/cli.md
- S3 - Reproducibility ♻️:
- s3_reproducibility/README.md
- M10 - Docker: s3_reproducibility/docker.md
- M11 - Config Files: s3_reproducibility/config_files.md
- S4 - Debugging, Profiling and Logging ⏱️:
- s4_debugging_and_logging/README.md
- M12 - Debugging: s4_debugging_and_logging/debugging.md
- M13 - Profiling: s4_debugging_and_logging/profiling.md
- M14 - Logging: s4_debugging_and_logging/logging.md
- M15 - Boilerplate: s4_debugging_and_logging/boilerplate.md
- S5 - Continuous Integration ✔️:
- s5_continuous_integration/README.md
- M16 - Unit testing: s5_continuous_integration/unittesting.md
- M17 - GitHub Actions: s5_continuous_integration/github_actions.md
- M18 - Pre-commit: s5_continuous_integration/pre_commit.md
- M19 - Continuous Machine Learning: s5_continuous_integration/cml.md
- S6 - The cloud 🌐:
- s6_the_cloud/README.md
- M20 - Cloud Setup: s6_the_cloud/cloud_setup.md
- M21 - Using the Cloud: s6_the_cloud/using_the_cloud.md
- S7 - Deployment 📦:
- s7_deployment/README.md
- M22 - Requests and APIs: s7_deployment/apis.md
- M23 - Cloud Deployment: s7_deployment/cloud_deployment.md
- M24 - API Testing: s7_deployment/testing_apis.md
- M25 - ML deployment: s7_deployment/ml_deployment.md
- M26 - Frontend: s7_deployment/frontend.md
- S8 - Monitoring 📊:
- s8_monitoring/README.md
- M27 - Data Drifting: s8_monitoring/data_drifting.md
- M28 - System Monitoring: s8_monitoring/monitoring.md
- S9 - Scalable applications ⚖️:
- s9_scalable_applications/README.md
- M29 - Distributed Data Loading: s9_scalable_applications/data_loading.md
- M30 - Distributed Training: s9_scalable_applications/distributed_training.md
- M31 - Scalable Inference: s9_scalable_applications/inference.md
- S10 - Extra 🔥:
- s10_extra/README.md
- M32 - Documentation: s10_extra/documentation.md
- M33 - Hyperparameter optimization: s10_extra/hyperparameters.md
- M34 - High Performance Clusters: s10_extra/high_performance_clusters.md
# - M35 - Designing Pipelines: s10_extra/design.md
# - M37 - Workflow orchestration: s10_extra/orchestration.md
# - M38 - Kubernetes: s10_extra/kubernetes.md
# - M39 - Infrastructure as code: infrastructure_as_code.md
# - M40 - Calibration: s10_extra/calibration.md
# - M41 - Quantization: s10_extra/quantization.md
- Summary: pages/overview.md
- Projects: pages/projects.md
- FAQ: pages/faq.md