MLOps in R: Deploying machine learning models using vetiver from Coursera

Did you know that over 70% of machine learning models never make it into production?

Are you ready to defy the odds and become a master at deploying machine learning models in R? This Guided Project was created to help data professionals accomplish efficient model deployment using Vetiver in R.

More specifically, in this 2-hour long project-based course, you will learn how to build an ensemble model, set up the deployment framework, deploy the model using various methods, and monitor model performance. To achieve this, you will create a fully automated deployment pipeline by working through a realistic scenario of deploying a hospital readmission model in a healthcare setting.

This project is unique because it combines hands-on experience with the aim to bridge the gap between machine learning development and production deployment.

In order to be successful in this project, you will need a solid understanding of R programming, basic machine learning concepts, and familiarity with building machine learning models using tidymodels.

What's inside

Syllabus

Project Overview

Did you know that over 70% of machine learning models never make it into production? Are you ready to defy the odds and become a master at deploying machine learning models in R? This Guided Project was created to help data professionals accomplish efficient model deployment using Vetiver in R. More specifically, in this 2-hour long project-based course, you will learn how to build an ensemble model, set up the deployment framework, deploy the model using various methods, and monitor model performance. To achieve this, you will create a fully automated deployment pipeline by working through a realistic scenario of deploying a hospital readmission model in a healthcare setting. This project is unique because it combines hands-on experience with the aim to bridge the gap between machine learning development and production deployment. In order to be successful in this project, you will need a solid understanding of R programming, basic machine learning concepts, and familiarity with building machine learning models using tidymodels.

Good to know

Know what's good

, what to watch for

, and possible dealbreakers

Emphasizes real-world application by deploying a hospital readmission model, enhancing relevance to healthcare professionals

Provides hands-on experience in building an ensemble model, facilitating practical learning

Incorporates automation into the deployment pipeline, fostering efficiency and scalability

Assumes learners have prior knowledge of R programming and machine learning concepts, limiting accessibility for beginners

Specifically designed for data professionals, making it highly relevant to their field

Provides a comprehensive approach to model deployment, covering various methods

Career center

Learners who complete MLOps in R: Deploying machine learning models using vetiver will develop knowledge and skills that may be useful to these careers:

Data Scientist

Data Scientists are experts at transforming raw data into valuable information that enterprises can use to make more informed decisions. This course can help you develop the skills you need to succeed as a Data Scientist by teaching you how to deploy machine learning models using Vetiver in R. With this knowledge, you will be able to build and implement predictive models that can help businesses improve their operations and make better decisions.

See salaries and explore the career path for Data Scientist

Machine Learning Engineer

Machine Learning Engineers are responsible for developing, deploying, and maintaining machine learning models. This course will teach you the skills you need to succeed in this role by providing you with hands-on experience in building and deploying machine learning models using Vetiver in R. You will learn how to create a fully automated deployment pipeline, which is an essential skill for any Machine Learning Engineer.

See salaries and explore the career path for Machine Learning Engineer

Data Analyst

Data Analysts collect, analyze, and interpret data to help businesses make better decisions. This course can help you develop the skills you need to succeed as a Data Analyst by teaching you how to deploy machine learning models using Vetiver in R. With this knowledge, you will be able to build and implement predictive models that can help businesses improve their operations and make better decisions.

See salaries and explore the career path for Data Analyst

Software Engineer

Software Engineers design, develop, and maintain software systems. This course can help you develop the skills you need to succeed as a Software Engineer by teaching you how to deploy machine learning models using Vetiver in R. This knowledge will be valuable for any Software Engineer who is working on projects that involve machine learning.

See salaries and explore the career path for Software Engineer

Business Analyst

Business Analysts help businesses identify and solve problems by analyzing data and developing solutions. This course can help you develop the skills you need to succeed as a Business Analyst by teaching you how to deploy machine learning models using Vetiver in R. With this knowledge, you will be able to build and implement predictive models that can help businesses improve their operations and make better decisions.

See salaries and explore the career path for Business Analyst

Statistician

Statisticians collect, analyze, and interpret data to help businesses and organizations make better decisions. This course can help you develop the skills you need to succeed as a Statistician by teaching you how to deploy machine learning models using Vetiver in R. With this knowledge, you will be able to build and implement predictive models that can help businesses and organizations improve their operations and make better decisions.

See salaries and explore the career path for Statistician

Financial Analyst

Financial Analysts analyze financial data to make investment decisions. This course can help you develop the skills you need to succeed as a Financial Analyst by teaching you how to deploy machine learning models using Vetiver in R. With this knowledge, you will be able to build and implement predictive models that can help investment firms make better decisions.

See salaries and explore the career path for Financial Analyst

Operations Research Analyst

Operations Research Analysts use mathematical and statistical models to solve business problems. This course can help you develop the skills you need to succeed as an Operations Research Analyst by teaching you how to deploy machine learning models using Vetiver in R. With this knowledge, you will be able to build and implement predictive models that can help businesses improve their operations and make better decisions.

See salaries and explore the career path for Operations Research Analyst

Risk Analyst

Risk Analysts identify and assess risks that could impact businesses and organizations. This course can help you develop the skills you need to succeed as a Risk Analyst by teaching you how to deploy machine learning models using Vetiver in R. With this knowledge, you will be able to build and implement predictive models that can help businesses and organizations identify and assess risks.

See salaries and explore the career path for Risk Analyst

Data Engineer

Data Engineers are responsible for building and maintaining the infrastructure that is used to store and process data. This course can help you develop the skills you need to succeed as a Data Engineer by teaching you how to deploy machine learning models using Vetiver in R. With this knowledge, you will be able to build and implement data pipelines that can help businesses improve their operations and make better decisions.

See salaries and explore the career path for Data Engineer

Quantitative Analyst

Quantitative Analysts use mathematical and statistical models to analyze financial data and make investment decisions. This course can help you develop the skills you need to succeed as a Quantitative Analyst by teaching you how to deploy machine learning models using Vetiver in R. With this knowledge, you will be able to build and implement predictive models that can help investment firms make better decisions.

See salaries and explore the career path for Quantitative Analyst

Actuary

Actuaries use mathematical and statistical models to assess risk and uncertainty. This course can help you develop the skills you need to succeed as an Actuary by teaching you how to deploy machine learning models using Vetiver in R. With this knowledge, you will be able to build and implement predictive models that can help insurance companies and other organizations assess risk and uncertainty.

See salaries and explore the career path for Actuary

Market Researcher

Market Researchers collect and analyze data to help businesses understand their customers. This course can help you develop the skills you need to succeed as a Market Researcher by teaching you how to deploy machine learning models using Vetiver in R. With this knowledge, you will be able to build and implement predictive models that can help businesses understand their customers and make better decisions.

See salaries and explore the career path for Market Researcher

Health Economist

Health Economists use economic principles to analyze healthcare issues. This course can help you develop the skills you need to succeed as a Health Economist by teaching you how to deploy machine learning models using Vetiver in R. With this knowledge, you will be able to build and implement predictive models that can help healthcare providers make better decisions.

See salaries and explore the career path for Health Economist

Biostatistician

Biostatisticians use statistical methods to analyze biological data. This course can help you develop the skills you need to succeed as a Biostatistician by teaching you how to deploy machine learning models using Vetiver in R. With this knowledge, you will be able to build and implement predictive models that can help researchers make better decisions.

See salaries and explore the career path for Biostatistician