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_quarto.yml
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project:
type: book
book:
title: "Data Science"
author: "Eric Book"
date: "5/18/2023"
cover-image: images/data-science-notebook-4a.jpg
cover-image-alt: |
black spiral notebook covered in various type of blue/orange charts
favicon: images/ds-favicon-32.png
reader-mode: true
repo-url: https://github.com/ercbk/Data-Science-Notebook
google-analytics: "G-5J13QCM7YC"
page-footer:
background: "#fffaf0"
foreground: "#1E4477"
center:
- href: LICENSE.qmd
sidebar:
collapse-level: 1
background: "#fffaf0"
foreground: "#1E4477"
tools:
- icon: house
href: https://ericbook.netlify.app/
- icon: lightbulb
href: https://ercbk.github.io/Domain-Knowledge-Notebook/
- icon: book
href: https://ercbk.github.io/Statistical-Rethinking-Notebook/
chapters:
- index.qmd
- part: "Algorithms"
chapters:
- qmd/algorithms-learn-to-rank.qmd
- qmd/algorithms-marketing.qmd
- qmd/algorithms-ml.qmd
- qmd/algorithms-product.qmd
- qmd/algorithms-recommendation.qmd
- qmd/anomaly-detection.qmd
- part: "Apache"
chapters:
- qmd/apache-arrow.qmd
- qmd/apache-spark.qmd
- qmd/apis.qmd
- part: "Association"
chapters:
- qmd/association-copulas.qmd
- qmd/association-general.qmd
- qmd/association-time-series.qmd
- qmd/aws.qmd
- part: "Bayes"
chapters:
- qmd/bayes-inference.qmd
- qmd/bayes-priors.qmd
- qmd/bayes-troubleshooting-hmc.qmd
- qmd/bayes-workflow.qmd
- qmd/big-data.qmd
- qmd/business-plots.qmd
- qmd/causal-inference.qmd
- qmd/classification.qmd
- part: "CLI"
chapters:
- qmd/cli-general.qmd
- qmd/cli-linux.qmd
- qmd/cli-windows.qmd
- qmd/cloud-services.qmd
- part: "Clustering"
chapters:
- qmd/clustering-time-series.qmd
- qmd/clustering-general.qmd
- part: "Code"
chapters:
- qmd/code-debug.qmd
- qmd/code-optimization.qmd
- qmd/code-review.qmd
- qmd/code-style-guide.qmd
- qmd/code-testing.qmd
- qmd/confidence-and-prediction-intervals.qmd
- qmd/cross-validation.qmd
- part: "CSS"
chapters:
- qmd/css-general.qmd
- qmd/css-recipes.qmd
- part: "Databases"
chapters:
- qmd/db-bigquery.qmd
- qmd/db-dbt.qmd
- qmd/db-duckdb.qmd
- qmd/db-engineering.qmd
- qmd/db-feature-stores.qmd
- qmd/db-lakes.qmd
- qmd/db-modeling.qmd
- qmd/db-normalization.qmd
- qmd/db-nosql.qmd
- qmd/db-other.qmd
- qmd/db-postgres.qmd
- qmd/db-relational.qmd
- qmd/db-vector.qmd
- qmd/db-warehouses.qmd
- qmd/decision-intelligence.qmd
- part: "Diagnostics"
chapters:
- qmd/diagnostics-bayes.qmd
- qmd/diagnostics-classification.qmd
- qmd/diagnostics-clustering.qmd
- qmd/diagnostics-cv.qmd
- qmd/diagnostics-dl.qmd
- qmd/diagnostics-forecasting.qmd
- qmd/diagnostics-geospatial.qmd
- qmd/diagnostics-glm.qmd
- qmd/diagnostics-mixed-effects.qmd
- qmd/diagnostics-model-agnostic.qmd
- qmd/diagnostics-nlp.qmd
- qmd/diagnostics-probabilistic.qmd
- qmd/diagnostics-regression.qmd
- qmd/distributions.qmd
- part: "Deep Learning"
chapters:
- qmd/dl-audio.qmd
- qmd/dl-general.qmd
- qmd/dl-graph.qmd
- qmd/dl-image.qmd
- qmd/dl-tabular.qmd
- qmd/dl-training.qmd
- part: "Docker"
chapters:
- qmd/docker-aws.qmd
- qmd/docker-fundamentals.qmd
- qmd/docker-misc.qmd
- part: "Econometrics"
chapters:
- qmd/econometrics-discrete-choice-models.qmd
- qmd/econometrics-fixed-effects.qmd
- qmd/econometrics-general.qmd
- qmd/econometrics-psa.qmd
- part: "EDA"
chapters:
- qmd/eda-geospatial.qmd
- qmd/eda-general.qmd
- qmd/eda-multilevel-longitudinal.qmd
- qmd/eda-text.qmd
- qmd/eda-time-series.qmd
- part: "Experiments"
chapters:
- qmd/experiments-a_b-testing.qmd
- qmd/experiments-analysis.qmd
- qmd/experiments-designs.qmd
- qmd/experiments-planning.qmd
- qmd/experiments-rct.qmd
- qmd/experiments-stepped-wedge-cluster-design.qmd
- qmd/extreme-value-theory-(evt).qmd
- part: "Feature Engineering"
chapters:
- qmd/feature-engineering-embeddings.qmd
- qmd/feature-engineering-general.qmd
- qmd/feature-engineering-geospatial.qmd
- qmd/feature-engineering-time-series.qmd
- qmd/feature-engineering-splines.qmd
- qmd/feature-engineering-tokenization.qmd
- part: "Feature Reduction"
chapters:
- qmd/feature-reduction-general.qmd
- qmd/feature-reduction-time-series.qmd
- qmd/feature-selection.qmd
- part: "Forecasting"
chapters:
- qmd/forecasting-decomposition.qmd
- qmd/forecasting-dl.qmd
- qmd/forecasting-ensembling.qmd
- qmd/forecasting-hierarchical_grouped.qmd
- qmd/forecasting-ml.qmd
- qmd/forecasting-multivariate.qmd
- qmd/forecasting-nonlinear.qmd
- qmd/forecasting-statistical.qmd
- qmd/generalized-additive-models-(gam).qmd
- part: "Geospatial"
chapters:
- qmd/geospatial-analysis.qmd
- qmd/geospatial-general.qmd
- qmd/geospatial-point-patterns.qmd
- qmd/geospatial-processing.qmd
- qmd/geospatial-remote-sensing.qmd
- qmd/geospatial-spatial-weights.qmd
- part: "Git"
chapters:
- qmd/git-general.qmd
- qmd/git-github-actions.qmd
- qmd/glossary-ds-terms.qmd
- qmd/gnu-make.qmd
- part: "Google Analytics"
chapters:
- qmd/google-analytics-analysis.qmd
- qmd/google-analytics-reports.qmd
- qmd/html.qmd
- part: "IDEs"
chapters:
- qmd/ide-jupyter.qmd
- qmd/ide-rstudio.qmd
- qmd/ide-vscode.qmd
- qmd/information-theory.qmd
- qmd/inkscape.qmd
- part: "Job"
chapters:
- qmd/job-management-leadership.qmd
- qmd/job-on-the-job.qmd
- qmd/job-organizational-and-team-development.qmd
- qmd/job-reports.qmd
- qmd/job-search.qmd
- part: "Javascript"
chapters:
- qmd/js-general.qmd
- qmd/js-observable.qmd
- qmd/json.qmd
- qmd/kubernetes.qmd
- qmd/latex.qmd
- part: "LLMs"
chapters:
- qmd/llms-agent-chains.qmd
- qmd/llms-apps.qmd
- qmd/llms-fine-tuning.qmd
- qmd/llms-general.qmd
- qmd/llms-prompt-engineering.qmd
- qmd/llms-rag.qmd
- qmd/loss-functions.qmd
- part: "Mathematics"
chapters:
- qmd/mathematics-linear-algebra.qmd
- qmd/mathematics-glossary.qmd
- qmd/mathematics-notation.qmd
- qmd/mathematics-probability.qmd
- qmd/mathematics-statistics.qmd
- qmd/misc.qmd
- qmd/missingness.qmd
- part: "Mixed Effects"
chapters:
- qmd/mixed-effects-bayes.qmd
- qmd/mixed-effects-bmlr.qmd
- qmd/mixed-effects-general.qmd
- qmd/mixed-effects-glmm.qmd
- qmd/mixed-effects-residual-covar.qmd
- qmd/mlops.qmd
- part: "Model Building"
chapters:
- qmd/model-building-brms.qmd
- qmd/model-building-concepts.qmd
- qmd/model-building-ensembling.qmd
- qmd/model-building-h2o-automl.qmd
- qmd/model-building-modeltime.qmd
- qmd/model-building-rstanarm.qmd
- qmd/model-building-sklearn.qmd
- qmd/model-building-tidymodels.qmd
- part: "Networks"
chapters:
- qmd/networks-analysis.qmd
- qmd/networks-knowledge-graphs.qmd
- part: "NLP"
chapters:
- qmd/nlp-general.qmd
- qmd/nlp-sentiment.qmd
- qmd/nlp-summarization-extraction.qmd
- qmd/nlp-topic.qmd
- qmd/nlp-transformers.qmd
- qmd/optimization-equation-systems.qmd
- qmd/outliers.qmd
- qmd/package-development.qmd
- part: "Post-Hoc Analysis"
chapters:
- qmd/post-hoc-analysis-ab.qmd
- qmd/post-hoc-analysis-anova.qmd
- qmd/post-hoc-analysis-emmeans.qmd
- qmd/post-hoc-analysis-general.qmd
- qmd/post-hoc-analysis-multilevel.qmd
- qmd/privacy.qmd
- part: "Production"
chapters:
- qmd/production-data-validation.qmd
- qmd/production-deployment.qmd
- qmd/production-development.qmd
- qmd/production-ml-monitoring.qmd
- qmd/production-testing.qmd
- qmd/production-tools.qmd
- part: "Projects"
chapters:
- qmd/project-analyses.qmd
- qmd/project-development.qmd
- qmd/project-management.qmd
- qmd/project-planning.qmd
- part: "Python"
chapters:
- qmd/python-classes.qmd
- qmd/python-general.qmd
- qmd/python-misc.qmd
- qmd/python-numpy.qmd
- qmd/python-pandas-recipes.qmd
- qmd/python-pandas.qmd
- qmd/python-polars.qmd
- qmd/python-reticulate.qmd
- qmd/python-snippets.qmd
- qmd/quarto-rmarkdown.qmd
- part: "R"
chapters:
- qmd/r-base-r.qmd
- qmd/r-data-table.qmd
- qmd/r-polars.qmd
- qmd/r-snippets.qmd
- qmd/r-tidyverse.qmd
- qmd/regex.qmd
- part: "Regression"
chapters:
- qmd/regression-discrete.qmd
- qmd/regression-interactions.qmd
- qmd/regression-linear.qmd
- qmd/regression-logistic.qmd
- qmd/regression-multinomial.qmd
- qmd/regression-multivariate.qmd
- qmd/regression-ordinal.qmd
- qmd/regression-other.qmd
- qmd/regression-quantile.qmd
- qmd/regression-regularized.qmd
- qmd/regression-survival.qmd
- qmd/renv.qmd
- qmd/scraping.qmd
- part: "Shiny"
chapters:
- qmd/shiny-general.qmd
- qmd/shiny-hosting.qmd
- qmd/shiny-mobile.qmd
- qmd/shiny-modules.qmd
- qmd/shiny-production.qmd
- qmd/shiny-python.qmd
- qmd/shiny-ui.qmd
- qmd/shiny-ui-examples.qmd
- qmd/simulation-data.qmd
- qmd/spreadsheets.qmd
- qmd/sql.qmd
- qmd/stochastic-processes.qmd
- part: "Surveys"
chapters:
- qmd/surveys-analysis.qmd
- qmd/surveys-census-data.qmd
- qmd/surveys-design.qmd
- qmd/surveys-sampling-methods.qmd
- qmd/teaching.qmd
- qmd/tidyeval.qmd
- qmd/tuning.qmd
- part: "Visualization"
chapters:
- qmd/visualization-general.qmd
- qmd/visualization-ggplot2.qmd
- qmd/visualization-gtable.qmd
- qmd/visualization-diagrams.qmd
- qmd/visualization-mixed-effects.qmd
- part: "Web"
chapters:
- qmd/web-design.qmd
- qmd/web-servers.qmd
format:
html:
toc-depth: 5
theme:
- styles.scss
css: styles.css
code-link: true
backgroundcolor: "#fffaf0"
fontcolor: "#404d59"
mainfont: 'Noto Serif'
monofont: 'FiraCode-Retina'
linkcolor: '#0064B6FF'
highlight-style: printing
editor: visual
execute:
freeze: auto