Machine Learning – Decision Tree
A Decision Tree is one of the most popular and intuitive algorithms in Machine Learning. It mimics human decision-making processes, making it simple yet powerful for both classification and regression …
Python
Machine Learning – Train/Test Split
Welcome to The Coding College! The Train/Test Split is a fundamental concept in Machine Learning. It’s essential for evaluating a model’s performance and ensuring it generalizes well to unseen data. …
Machine Learning – Scale
Scaling your data is a critical step in the Machine Learning pipeline. It ensures that features contribute equally to the model and improves performance for algorithms sensitive to feature magnitudes. …
Machine Learning – Multiple Regression
Welcome to The Coding College! When dealing with datasets where the target variable depends on multiple factors, Multiple Regression comes into play. It’s a core technique in predictive analytics, offering …
Machine Learning – Polynomial Regression
Welcome to The Coding College! While Linear Regression is great for modeling simple linear relationships, real-world data often requires a more flexible approach. This is where Polynomial Regression shines. In …
Machine Learning – Linear Regression
Welcome to The Coding College! Linear Regression is one of the foundational algorithms in Machine Learning. It’s a simple yet powerful tool to model relationships between variables and make predictions. …
Machine Learning – Scatter Plot
Welcome to The Coding College! A Scatter Plot is one of the simplest yet most powerful tools for visualizing relationships between variables in a dataset. In Machine Learning, scatter plots …
Machine Learning – Normal Data Distribution
Welcome to The Coding College! In the realm of Machine Learning, Normal Data Distribution (also called Gaussian Distribution) is a crucial concept. It serves as the foundation for numerous statistical …
Machine Learning – Data Distribution
Welcome to The Coding College! Data distribution is a fundamental concept in Machine Learning (ML) that lays the groundwork for understanding your dataset. It helps you visualize, analyze, and preprocess …
Machine Learning – Percentiles
Welcome to The Coding College! In the journey of mastering Machine Learning, grasping statistical concepts like Percentiles is vital. Percentiles are widely used to understand data distributions, identify outliers, and …