novaz-edd.hashnode.devDecision Tree RegressorIn Machine Learning, we often encounter classification problems—answering simple "Yes or No" questions. But what if you need to predict a specific Number? How much will this house sell for? What will the temperature be tomorrow? How many customers...Feb 3·3 min read
novaz-edd.hashnode.devRandom Forest RegressorIn our previous post, we looked at the Decision Tree. It’s smart, but it has a flaw: it’s a bit of a perfectionist. A single tree tries so hard to fit the training data that it often "memorizes" it (Overfitting), leading to errors when it sees new da...Feb 3·4 min read
novaz-edd.hashnode.devLogic Behind Decision Tree ClassifierDecision Trees: The Logic of "If-This-Then-That" In our previous post on Logistic Regression, we explored how models use mathematical equations and "weights" to make predictions. But human beings don't usually think in complex equations. We think in ...Feb 3·6 min read
novaz-edd.hashnode.devLogic Behind Logistic RegressionLogistic Regression: The Logic of "Yes or No" In Machine Learning, most people start with Linear Regression. It’s great for predicting numbers, like how much a house costs or how tall a tree will grow. But what if you don't need a number? What if you...Feb 3·5 min read
novaz-edd.hashnode.devLogic Behind KNNBeyond the Equation: The Logic of Memory-Based Learning with KNN In the world of Machine Learning, we often obsess over complex architectures—Neural Networks, Gradient Boosting, and Transformers. However, one of the most elegant and effective algorit...Feb 1·4 min read
