Machine Learning Course
What will I learn?
Unlock the power of Machine Learning with our in-depth course specifically designed for technology professionals in Zambia. Dive into collecting and exploring data using Pandas and NumPy, master how to split datasets properly, and assess models accurately. Learn important data preparation methods, explore advanced ways of choosing the best model, and understand regression models like Decision Trees and Random Forests. Improve your abilities with useful, top-quality content so you're prepared to handle real-world problems here in Zambia. Join now and transform your career!
Apoia's Unique Offerings
Develop your skills
Enhance your practical skills listed below
Master data handling: Learn to load, examine, and choose datasets using Pandas and NumPy.
Implement dataset splitting: Use cross-validation and stratified sampling techniques.
Evaluate model performance: Understand MAE, MSE, and R-squared metrics.
Preprocess data effectively: Learn to handle missing values and encode categorical variables properly.
Optimise models: Fine-tune hyperparameters and make use of ensemble methods.
Suggested summary
Workload: between 4 and 360 hours
Before starting, you can change the chapters and 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 similar to the examples below
This is a free course aimed at 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.