TrueschoTruescho
All Courses
Automate R Scripts with GitHub Actions
Coursera
Guided Project
Unknown

Automate R Scripts with GitHub Actions

Coursera

Deploy a machine learning model using R and GitHub Actions, automating data access and notifications with Google Sheets and email services in healthcare analytics.

Unknown1 weeksEnglish

About this Course

Did you know you can automate R scripts to facilitate model deployment and enhance workflow efficiency in healthcare analytics? This Guided Project is designed for data scientists, healthcare analysts, and professionals in healthcare technology who want to harness the power of automation in R. In this 2-hour project-based course, you will learn how to deploy a machine learning model using R programming language and GitHub Actions, enabling seamless integration and automation of predictive tasks. To support the model deployment, you will also automate access to data in Google Sheets and send automated emails through a Google Service Account. To achieve this, you will use a readmission model, write an R script for prediction, configure Google Sheets, Gmail, and GitHub Actions for automation, and deliver actionable insights for healthcare providers. This project is unique because it combines technical skills with real-world applications, preparing you to tackle complex challenges in data analytics. Prior knowledge in R programming, including data manipulation (using the dplyr and tidyr packages), programming concepts (functions and control structures), GitHub repositories for code management, and basic command line use is recommended to maximize your learning experience

What You'll Learn

  • Set up credentials for automation jobs
  • Automate R script workflow for ML model
  • Configure GitHub Actions for execution and notifications

Prerequisites

  • Basic familiarity with the software or workflow used in the project
  • Ability to follow step-by-step instructions in English

Instructors

A

Arimoro Olayinka Imisioluwa

Guided Project Instructor

Topics

Machine Learning
Data Science
Command-Line Interface
GitHub
Model Deployment
Git (Version Control System)
Gmail
R Programming
Data Manipulation
Predictive Modeling

Course Info

PlatformCoursera
LevelUnknown
PacingUnknown
PriceFree

Skills

تعلم الآلة
علوم البيانات
واجهة الأوامر
GitHub
نشر النماذج
Git
Gmail
برمجة R
Data Manipulation
Predictive Modeling

Start Learning Now