Using Random Search to Tune the Hyperparameters of a Random Decision Forest with Python
Finding the perfect hyperparameters for your machine learning model can be like searching for a needle in a haystack – … Read more
Classification (two-class)
Here, you’ll find everything related to two-class classification problems.
Two-class classification is a type of machine learning task in which the goal is to classify data into two distinct classes or categories. It is also known as “binary classification” because the class labels may also be expressed as 0 and 1. Predicting samples into one of two classes is a common classification problem. Examples, include predicting whether a customer is likely to churn or not or classifying emails as spam. The goal is to predict the class of each data point accurately. The performance of the model is typically measured using metrics such as accuracy and precision.
Measuring Machine Learning Classifier Performance with Python and Scikit-Learn
Have you ever received a spam email and wondered how your email provider was able to identify it as spam? … Read more
Multivariate Anomaly Detection on Time-Series Data in Python: Using Isolation Forests to Detect Credit Card Fraud
Credit card fraud has become one of the most common use cases for anomaly detection systems. The number of fraud … Read more
Image Classification with Convolutional Neural Networks – Classifying Cats and Dogs in Python
This tutorial shows how to use Convolutional Neural Networks (CNNs) with Python for image classification. CNNs belong to the field … Read more
Customer Churn Prediction – Understanding Models with Feature Permutation Importance using Python
One of the primary goals of many service companies is to build solid and long-lasting relationships with their customers. Customers … Read more
Tuning Model Hyperparameters with Grid Search at the Example of Training a Random Forest Classifier in Python
Are you looking to optimize the hyperparameters of a machine learning model using Python’s Scikit-learn library? Look no further! In … Read more
Classifying Purchase Intention of Online Shoppers with Python
Most online stores welcome countless visitors every day, but only a fraction of those visitors will make a purchase. Purchase … Read more
Flight Delay Prediction using Azure Machine Learning
If you travel a lot, you’ve probably already experienced this – you’re in a hurry on your way to the … Read more