Daniel Pinedo

View the Project on GitHub odenipinedo/R

Claremont Graduate University

Data Wrangling

Networks

Psych Stats

  1. T Tests & ANOVA
  2. Multiple Regression
  3. Categorical and Non-Parametric Analysis
  4. Factor Analysis
  5. Structural Equation Modeling

DataCamp

Analyzing Genomic Data in R

  1. introduction to Bioconductor in R
  2. RNA-seq with Bioconductor in R
  3. differential expressiion analysis with limma in R
  4. single cell RNA-seq with Bioconductor in R
  5. ChIP-seq with Bioconductor in R
    • Certificate

Data Manipulation with R

  1. data manipulation with dplyr
  2. joining data with dplyr
  3. case study: exploratory data analysis in R
  4. data manipulation with data.table in R
  5. joining data with data.table in R
    • Certificate

Data Visualization with R

  1. introduction to data visualization with ggplot2
  2. intermediate data visualization with ggplot2
  3. visualization best practices in R
    • Certificate

Data Scientist with R

  1. introduction to R
  2. intermediate R
  3. introduction to the Tidyverse
  4. data manipulation with dplyr
  5. joining data with dplyr
  6. introduction to data visualization with ggplot2
  7. intermediate data visualization with ggplot2
  8. introduction to importing data in R
  9. intermediate importing data in R
  10. cleaning data in R
  11. working with dates and times in R
  12. introduction to writing functions in R
  13. exploratory data analysis in R
  14. case study: exploratory data analysis in R
  15. correlation and regression in R
  16. supervised learning in R: classification
  17. supervised learning in R: regression
  18. unsupervised learning in R
  19. cluster analysis in R

Epidemiology

  1. survival analysis in R
  2. designing and analyzing clinical trials in R

Importing & Cleaning Data with R

  1. introduction to importing data in R
  2. intermediate importing data in R
  3. cleaning data in R
  4. working with data in the tidyverse
    • Certificate

Interactive Data Visualization in R

  1. interactive maps with leaflet in R
  2. interactive data visualization with plotly in R
  3. intermediate interactive data visualization with plotly in R
  4. visualizing big data with Trelliscope in R
  5. interactive data visualization with rbokeh
    • Certificate

Machine Learning Scientist with R

  1. supervised learning in R: classification
  2. supervised learning in R: regression
  3. unsupervised learning in R
  4. machine learning in the tidyverse
  5. multiple and logistic regression in R
  6. cluster analysis in R
  7. machine learning with caret in R
  8. tree-based models in R
  9. support vector machines in R
  10. advanced dimensionality reduction in R
  11. fundamentals of Bayesian data analysis in R
  12. topic modeling in R
  13. hyperparameter tuning in R
  14. Bayesian regression modeling with rstanarm
  15. introduction to Spark with sparklyr in R
    • Certificate

Network Analysis with R

  1. network analysis in R
  2. predictive analytics using networked data in R
  3. network analysis in the tidyverse
  4. case studies: network analysis in R

Probability and Distributions with R

  1. foundations of probability in R
  2. multivariate probability distributions in R
  3. probability puzzles in R
  4. mixture models in R
    • Certificate

R Programmer

  1. introduction to the Tidyverse
  2. project: Dr. Semmelweis and the discovery of handwashing
  3. data manipulation with dplyr
  4. writing efficient R code
  5. working with dates and times in R
  6. project: drunken datetimes in Ames, Iowa
  7. string manipulation with stringr in R
  8. working with web data in R
  9. introduction to writing functions in R
  10. project: clustering Bustabit gamling behavior
  11. introduction to shell
  12. parallel programming in R
  13. defensive R programming
  14. developing R packages
  15. object-oriented programming with S3 and R6 in R
    • Certificate

Shiny Fundamentals with R

  1. building web applications with Shiny in R
  2. case studies - building web applications with Shiny in R
  3. building dashboards with shinydashboard
  4. building dashboards with flexdashboard
    • Certificate

Spatial Data with R

  1. visualizing geospatial data in R
  2. spatial analysis with sf and raster in R
  3. spatial statistics in R
  4. interactive maps with leaflet in R
    • Certificate

Statistical Inference with R

  1. foundations of inference
  2. inference for categorical data in R
  3. inference for numerical data in R
  4. inference for linear regression in R
    • Certificate

Statistician with R

  1. introduction to data in R
  2. exploratory data analysis in R
  3. modeling with data in the tidyverse
  4. correlation and regression in R
  5. multiple and logistic regression in R
  6. foundations of inference
  7. foundations of probability in R
  8. dealing with missing data in R
  9. experimental design in R
  10. A/B testing in R
  11. fundamentals of Bayesian data analysis in R
  12. linear algebra for data science in R
  13. inference for categorical data in R
  14. Bayesian modeling with RJAGS

Statistics (misc)

Text Mining with R

  1. introduction to text analysis in R
  2. string manipulation with stringr in R
  3. text mining with bag-of-words in R
  4. sentiment analysis in R
    • Certificate

Tidyverse Fundamentals with R

  1. introduction to the Tidyverse
  2. working with data in the Tidyverse
  3. project: Dr. Semmelweis and the discovery of handwashing
  4. modeling with data in the tidyverse
  5. communicating with data in the Tidyverse
  6. categorical data in the Tidyverse
    • Certificate

Time Series

  1. manipulating time series data with xts and zoo in R
  2. time series analysis in R
  3. ARIMA Models in R
  4. forecasting in R
  5. visualizing time series data in R
  6. case studies - manipulating time series data in R

RMarkdown

Tidymodels

Statistics

Models

Work

Develop

RMarkdown