CodeStips

Model building

Common ML Mistakes Beginners Make

Machine Learning & AI

Avoid common machine learning pitfalls by understanding your data before building models and ensuring feature scaling for better algorithm performance.

Django To-Do App Project

Django Framework

Learn to build a functional to-do app using Django. This tutorial covers models, views, forms, and templates, providing a solid foundation for web development.

Grid Search in Python

Machine Learning & AI

Learn how grid search automates hyperparameter tuning to systematically find the best model settings, boosting performance without manual guesswork.

Implementing Logistic Regression in Python

Machine Learning & AI

Logistic regression predicts categorical outcomes like spam detection. This tutorial builds a binary classification model from scratch using Python and NumPy.

Linear Regression Explained

Machine Learning & AI

Linear regression is a simple machine learning tool that finds a best-fit straight line to make predictions based on observed data patterns.

Overfitting and Underfitting in ML

Machine Learning & AI

Overfitting occurs when a model learns training data too well, including noise, making it perform poorly on new data. Underfitting happens when a model fails to capture patterns in the data, resulting in poor performance overall.

Python Libraries for Machine Learning Projects

Libraries & Frameworks

Pandas and NumPy are essential Python libraries for data manipulation in machine learning. They provide the foundation for preparing and handling data before model building.

Random Search for Hyperparameter Optimization

Machine Learning & AI

Random search offers a more efficient alternative to grid search for hyperparameter tuning in machine learning, especially in high-dimensional spaces, and can be implemented using Python.

XGBoost Algorithm Tutorial

Machine Learning & AI

XGBoost is a powerful machine learning algorithm known for winning competitions and delivering outstanding results. This tutorial explains what makes it special and how to use it.