Machine Learning r Course
What will I learn?
Unlock the potential of machine learning with our comprehensive Machine Learning R Course, specifically crafted for statistics professionals in India. Delve into data pre-processing, mastering techniques like data splitting, feature scaling, and encoding categorical variables. Sharpen your data handling, exploratory data analysis, and model fine-tuning skills. Learn to implement algorithms such as Random Forests and Linear Regression, and evaluate models using cross-validation and metrics like R-squared. Enhance your expertise with practical, high-quality content tailored for real-world applications relevant to the Indian context.
Apoia's Advantages
Develop skills
Enhance the development of the practical skills mentioned below
Master data pre-processing: Split, scale, and encode data efficiently.
Clean and handle data: Load, inspect, and manage missing values in R.
Conduct EDA: Visualize distributions and detect outliers effectively.
Fine-tune models: Optimise algorithms with hyperparameter tuning.
Evaluate models: Use cross-validation and interpret performance metrics.
Suggested summary
Workload: between 4 and 360 hours
Before starting, you can modify the chapters and the workload.
- Choose which chapter to start with
- Add or remove chapters
- Increase or decrease the course workload
Examples of chapters you can add
You will be able to generate more chapters like the examples below
This is a free course, focused on personal and professional development. It is not equivalent to a technical, undergraduate, or postgraduate course, but provides practical and relevant knowledge for your professional journey.