Dive into Machine Learning with R – Free Udemy Course

The world of Machine Learning has transformed the way we interact with data, and R stands as one of the most powerful and accessible tools for data scientists. This course is meticulously designed to take you step-by-step from the fundamentals to the advanced implementation of Machine Learning models in R, with a practical and applicable focus.

You will start with a clear introduction to what Machine Learning is, the types of learning, and how to set up your work environment. From there, you will work with real data, learning to import, explore, transform, and scale variables to train robust and reliable models. You will learn how to build and evaluate regression models (Linear, Ridge, Lasso, Trees) and classification models (Logistic Regression, Trees, Random Forest, XGBoost). You will also master unsupervised clustering techniques such as K-Means and apply validation methods like confusion matrix, cross-validation, and specific metrics to assess your models’ performance.

Furthermore, you will discover how to optimize your models using Grid Search and deploy solutions in production using plumber to create APIs. As a bonus, you’ll learn how to integrate ChatGPT for code debugging and function explanations, accelerating your workflow and learning process. This course is perfect for students, professionals, and self-learners who want to delve into data science with R through structured training, real cases, and modern tools.

What you will learn:

• Understand the fundamentals of Machine Learning
• Import and preprocess real datasets in R
• Build and evaluate various Machine Learning models

Course Content:

• Sections: 12
• Lectures: 45
• Duration: 8 hours

Requirements:

• Basic programming knowledge in R
• Familiarity with basic statistics concepts (regression, variables, distributions)
• R and RStudio installed
• No prior experience in Machine Learning required

Who is it for?

• Data analysts and scientists eager to begin Machine Learning with R
• Students in technical or scientific fields interested in artificial intelligence
• Professionals working with data looking to apply predictive and classification models
• Self-learners seeking a structured and practical introduction to machine learning

What are you waiting for to get started?

Enroll today and take your skills to the next level. Coupons are limited and may expire at any time!

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