DL dustinlee.dev

Posts tagged “Scikit-Learn”

3 posts

Regression and Decision Boundaries

· 17 min read

Part 5 of the ML Fundamentals series. Linear and polynomial regression, Ridge and Lasso regularisation, logistic regression, the Perceptron, and visualising …

data-engineering
ml-fundamentals machine-learning python scikit-learn regression

Classification — KNN, Naive Bayes, Decision Trees

· 15 min read

Part 4 of the ML Fundamentals series. Three foundational classification algorithms — how they work, when to use each, and hands-on implementation with …

data-engineering
ml-fundamentals machine-learning python scikit-learn classification

Python ML Toolkit

· 14 min read

Part 3 of the ML Fundamentals series. Setting up a Python ML environment, and practical workflow patterns with Pandas, NumPy, Matplotlib, Scikit-learn, and …

data-engineering
ml-fundamentals machine-learning python scikit-learn tensorflow pandas