Certificate in R Funding for Nuclear: Smarter Outcomes
-- ViewingNowThe Certificate in R Funding for Nuclear: Smarter Outcomes course is a powerful learning opportunity for professionals in the nuclear industry. This certificate focuses on enhancing data analysis skills using R, a leading programming language for statistical computing and graphics.
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โข R Fundamentals: This unit will cover the basics of R programming, including data types, variables, functions, and data structures. It will also introduce the tidyverse package, which provides a consistent and intuitive interface for data manipulation and visualization.
โข Data Management: This unit will focus on managing and manipulating data in R. It will cover data import and export, data cleaning, and data transformation using the dplyr package. It will also introduce the concept of tidy data and how to reshape data using the tidyr package.
โข Data Visualization: This unit will cover data visualization in R using the ggplot2 package. It will introduce various types of plots, such as scatter plots, line graphs, and bar charts, and how to customize them. It will also cover advanced topics such as faceting and statistical transformation.
โข Statistical Analysis: This unit will cover statistical analysis in R. It will introduce various statistical tests, such as t-tests and ANOVA, and how to perform them in R. It will also cover regression analysis and how to build predictive models using R.
โข Machine Learning: This unit will cover machine learning in R. It will introduce various machine learning algorithms, such as decision trees and random forests, and how to implement them in R. It will also cover model evaluation and hyperparameter tuning.
โข Simulation and Optimization: This unit will cover simulation and optimization in R. It will introduce various simulation techniques, such as Monte Carlo simulation, and how to implement them in R. It will also cover optimization techniques and how to use them to solve optimization problems.
โข Reproducible Research: This unit will cover reproducible research in R. It will introduce version control using Git and how to create reproducible reports using R Markdown.
โข Nuclear Applications: This unit will cover the application of R in the field of nuclear energy. It will introduce various R packages that are commonly used in the nuclear industry, such as the OpenMCDA package for decision analysis and the RDKit package for chemical informatics. It will also cover case studies of R applications in the nuclear industry.
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