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Note: If you’re new to caret, I suggest learning tidymodels instead Tidymodels is essentially caret’s successor. Don’t worry though, your caret code will still work!Older note: This tutorial was based on an older version of the abalone data that had a binary old varibale rather than a numeric age variable. It has been modified lightly so that it uses a manual old variable (is the abalone older than 10 or not) and ignores the numeric age variable.Materials prepared by Rebecca Barter. Package developed by Max Kuhn.An interactive Jupyter Notebook version of this tutorial can be found at Feel free to download it and use for your own learning or teaching adventures!R has a wide number of packages for machine learning (ML), which is great, but also quite frustrating since each package was designed independently and has very different syntax, inputs and outputs.This means that if you want to do machine learning in R, you have to learn a large number of separate methods.Recognizing this, Max Kuhn (at the time working in drug discovery at Pfizer, now at RStudio) put together a single package for performing any machine learning method you like. This package is called caret. Caret stands for Classification And Regression Training. Apparently caret has little to do with our orange friend, the carrot.Not only does caret allow you to run a plethora of ML methods, it also provides tools for auxiliary techniques such as:Data preparation (imputation, centering/scaling data, removing correlated predictors, reducing skewness)Data splittingVariable selectionModel evaluationAn extensive vignette for caret can be found here: simple view of caret: the default train functionTo implement your machine learning model of choice using caret you will use the train function. The types of modeling options available are many and are listed here: In the example below, we will use the ranger implementation of random forest to predict whether abalone are “old” or not based on a bunch of physical properties of the abalone (sex, height, weight, diameter, etc). The abalone data came from the UCI Machine Learning repository (we split the data into a training and test set).First we load the data into R:# load in packageslibrary(caret)library(ranger)library(tidyverse)library(e1071)# load in abalone datasetabalone_data read.table("data/abalone.data", sep = ",")# load in column namescolnames(abalone_data) c("sex", "length", "diameter", "height", "whole.weight", "shucked.weight", "viscera.weight", "shell.weight", "age")# add a logical variable for "old" (age > 10)abalone_data abalone_data %>% mutate(old = age > 10) %>% # remove the "age" variable select(-age)# split into training and testingset.seed(23489)train_index sample(1:nrow(abalone_data), 0.9 * nrow(abalone_data))abalone_train abalone_data[train_index, ]abalone_test abalone_data[-train_index, ]# remove the original datasetrm(abalone_data)# view the first 6 rows of the training datahead(abalone_train) sex length diameter height whole.weight shucked.weight viscera.weight232 M 0.565 0.440 0.175 0.9025 0.3100 0.19303906 M 0.380 0.270 0.095 0.2190 0.0835 0.05151179 F 0.650 0.500 0.190 1.4640 0.6415 0.33902296 F 0.520 0.415 0.145 0.8045 0.3325 0.17251513 F 0.650 0.500 0.160 1.3825 0.7020 0.30401023 F 0.640 0.500 0.170 1.5175 0.6930 0.3260 shell.weight old232 0.3250 TRUE3906 0.0700 FALSE1179 0.4245 FALSE2296 0.2850 FALSE1513 0.3195 FALSE1023 0.4090 TRUEIt looks like we have 3,759 abalone:Time to fit a random forest

You can quickly navigate through code in the editor using different actions and popups. For the detailed information on navigating between the editor and tool windows, check the editor basics. To navigate through a source file structure, use the Structure tool window (View | Tool Windows | Structure). For more information about viewing source code hierarchy, refer to View source code hierarchy.Navigate with the caretTo navigate backwards, press Ctrl+Alt+Left. To navigate forward, press Ctrl+Alt+Right.To quickly move to the top of the editor, press Ctrl+Page Up. Alternatively, press Ctrl+Page Down to move the caret to the bottom of your editor.To navigate to the last edited location, press Ctrl+Shift+Backspace.To find the current caret location in the editor, press Ctrl+M. This action might be helpful if you do not want to scroll through a large file.However, you can press Up and Down arrow keys to achieve the same result.To highlight a word at the caret you are trying to locate, select from the main menu. If you are using Windows, you can also press Ctrl+F3.To see on what element the caret is currently positioned, press Alt+Q.To move caret between matching code block braces, press Ctrl+Shift+M.To navigate between code blocks, press Ctrl+[ or Ctrl+].Move the caretYou can use different actions to move the caret through code. You can also configure where the caret should stop when moved by words and on line breaks.To move the caret to the next word or the previous word, press Ctrl+Right or Ctrl+Left.By default, GoLand moves the caret to the end of the current word.When you move the caret to the previous word, the caret is placed at the beginning of the current word. You can configure the position of the caret when you use these actions. In the Settings dialog (Ctrl+Alt+S) , go to . In the Caret Movement section, use the When moving by words and Upon line break options to configure the caret's behavior.To move the caret forward to the next paragraph or backward to the previous one, press Ctrl+Shift+A and search for the Move Caret Forward a Paragraph or Move Caret Backward a Paragraph action.You can also select a text and then move the caret forward or backward to a paragraph. Press Ctrl+Shift+A and search for the Move Caret Forward a Paragraph with Selection or Move Caret Backward a Paragraph with Selection action.If you need, you can assign shortcuts to these actions. For more information,

This post will cover several methods on how to insert or type the Caret Symbol in Microsoft Word, Windows, and Mac, including using keyboard shortcuts.However, before we begin, you may get this symbol by copying and pasting it from the button below. Using the Caret Key on the KeyboardUsing the Caret Key is one of the easiest ways you can type this symbol on the keyboard.The Caret Key is located at the upper center of nearly all computer keyboards, on the same key as the 6 key, directly above the middle of the T and Y keys of the English Qwerty keyboard.The Caret Key is highlighted in yellow in the keyboard image below. This Key appears in the same location on both Windows and Mac keyboards.However, the Caret is a second key after the 6 key. This means that pressing this key will give you the number 6 and not a Caret symbol.If you want to get the Caret Sign with this key, press down the Shift key before hitting on the Caret or 6 key.Therefore, to type the Caret Symbol on the keyboard, press Shift + 6 simultaneously for both Windows and Mac.Caret Symbol Alt Code Shortcut (MS Word for Windows)The Alt Code shortcut for the Caret Symbol is Alt + 94. To type with this method, press and hold one of the Alt keys on your keyboard while using the numeric keypad to enter the Alt code, then release the Alt key.This method works only in Windows, and it requires that your keyboard have a separate numeric keypad with Num Lock enabled.On Windows, alt codes like this are used to type symbols or characters that may or may not be available on the keyboard.This method is extremely beneficial because it saves a significant amount of time when trying to type special characters like the Caret Sign.The following are the detailed steps you can take to type these Caret Symbols on Windows using the Alt Code keyboard shortcut:Open your Word document where the symbol is to be typed.The cursor should be positioned in the desired location.Press and hold on to one of your Alt Keys.As you hold down the Alt key, use the numeric keypad on the right to type the Caret Alt code (94)Release the alt key after typing the code.As soon as you let go of the Alt key, the Caret Symbol will appear.The following rules must be followed in order for the Caret Alt Code to work.Before typing the code, you must hold down the Alt key.To type the alt code, you must use the numeric keypad on the right side of the keyboard.The NumLock must be enabled because you are using the 10-key numeric keypad.

AbacusLaw by CARET Website and IP Port Usage for Firewall Settings Firewalls and AbacusLaw by CARET Installing AbacusLaw by CARET PALs, Forms, or Rules Outlook Add-In - Clean Reinstall Process Performing a Clean Reinstall of AbacusLaw by CARET Pre-Installation Checklist Setting Up or Updating a Workstation Updating AbacusLaw by CARET (ADS Version) Manually NOTE: These instructions only apply to the ADS version of AbacusLaw by CARET.If you use AbacusLaw by CARET through Abacus Private Cloud, updates must be scheduled here.Updating AbacusLaw by CARET manually must be completed on the server (the computer where the local installation of AbacusLaw by CARET is), and no users can be logged into the software for the duration of the update. Updates typically take 20-45 minutes, so schedule an appropriate maintenance window with your staff to minimize disruption.If updating from older versions of Abacus (23.16 and below), this update may take longer than normal (30-60 minutes, typically) due to changing the database table format from DBF to ADT. Please allow more time than normal for these updates to fully install.Run the latest ADS AbacusLaw by CARET installer.Make sure all users are out of everything (AbacusLaw by CARET, Accounting, and MessageSlips), as well as Microsoft Outlook, if they have the Abacus Outlook Add-in installed.Log into AbacusLaw by CARET. Navigate to File > Utilities > Backup > Backup. Choose the Destination directory to which you want to save the backup.If a Sharing Violation warning appears, a user is still logged into AbacusLaw by CARET, and you cannot proceed. If all users insist that they are logged out, skip to Step 6 to force them out. Ultimately, you can also have everyone simply shut down their PCs, so that only the server is on.If you are updating from v23.16 or below, perform a Pack (File > Utilities > Pack). You can check your version at Help > About AbacusLaw.Close AbacusLaw by CARET.Open the Advantage Configuration Utility and click Stop Service.This severs all connections to the Advantage Database Server used by AbacusLaw by CARET. If everyone swears they are out of AbacusLaw by CARET programs and you are still unable to perform a backup, you can try this. You will need to start it again, however, to do the backup (and go back to Step 3).Open Computer Management. Computer Management can be found within Administrative Tools if you are unable to find it by searching for it on the

Start Menu.Navigate to System Tools > Shared Folders > Open Files. Select all entries that start with your Abacus directory path (e.g., C:\Abacus…), right-click, and click Close file.Run the latest ADS AbacusLaw by CARET installer.Follow the prompts through the update process.If you receive a message that indicates that AbacusLaw by CARET or Abacus Accounting is running, repeat steps 6-8Ensure you are installing to the correct directory. If you choose the wrong directory, AbacusLaw by CARET will simply reinstall itself where you told it to do so.If you were prompted to restart, do so at your earliest convenience.After updating the server, from each workstation run AbacusLaw WorkStation Standard Setup ##_##_##_#.msi from the Abacus share on the server: mapped drive\v23\Programs\AbacusLaw WorkStation Standard Setup ####_##_#.msi The #’s represent the number of the version, e.g. 23_29_83_1.AbacusLaw by CARET will also prompt to finalize setup and launch the workstation installer automatically if you relaunch it on each workstation after the update.Launch AbacusLaw by CARET and test the Accounting link (if applicable).If you are prompted to restart on the workstation(s), do so before attempting to use the program.If there are any shortcuts that have been pinned to the taskbar, they need to be re-pinned (delete the current shortcuts first), as pinned shortcuts are not updated by running station.If you have any issues after following this procedure, (1) disable any/all anti-virus programs “until reboot,” (2) update the workstation again, and (3) reboot the workstation.If you still have issues, call AbacusLaw by CARET Tech Support at 800-726-3339. Related articles Migrating to a New Server with AbacusLaw by CARET v22 - 23 Backing Up and Restoring in AbacusLaw by CARET Showing Two Billing Addresses on a Bill Outlook Add-In - Clean Reinstall Process OfficeTools by CARET Firm Portal Setup Guide