About this certification
The "Machine Learning for Beginners: Regression, Classification, and Model Evaluation (Video Course)" certification introduces you to the fundamental concepts and tools powering modern technology. Gain practical skills in data preparation, model training, and evaluation, empowering you with increased productivity, a future-proof career, and improved decision-making abilities. Enroll today to build a solid foundation in machine learning that equips you for real-world challenges.
This certification covers the following topics:
- Understanding Supervised Learning
- Data Splitting: Training, Validation, and Testing Sets
- Types of Machine Learning Tasks: Classification
- Measuring Model Performance: Error Metrics
- Linear Regression: Predictive Modeling
- Goodness of Fit: R-squared and Adjusted R-squared
- Preparing Data: Handling Categorical Variables and Feature Scaling
- Correlation and Multicollinearity
- Overfitting and Underfitting: Model Optimization
- Regularization: Ridge and Lasso Regression
- Hyperparameter Tuning
- Practical Implementation with Python Libraries
