Archives for sklearn
ICA finds independent components rather than uncorrelated component.
The post Independent Component Analysis vs Principal Component Analysis appeared first on Analytics India Magazine.
The sklearn package provides a mechanism to standardize data transformations.
The post How to create a custom data transformer using sklearn? appeared first on Analytics India Magazine.
The most used validation technique is K-Fold Cross-validation which involves splitting the training dataset into k folds. The first k-1 folds are used for training, and the remaining fold is held for testing, which is repeated for K-folds. A total of K folds are fit and evaluated, and the mean accuracy for all these folds is returned.
The post Hands-On Tutorial on Performance Measure of Stratified K-Fold Cross-Validation appeared first on Analytics India Magazine.
As the various machine learning algorithms are highly prone to the curse of dimensionality, Feature selection gives...
The post Guide To Dimensionality Reduction With Recursive Feature Elimination appeared first on Analytics India Magazine.
Logistic regression is a basic classification algorithm. This article discusses the math behind it with practical examples & Python codes.
The post Beginners Guide To Logistic Regression In Python appeared first on Analytics India Magazine.
Sktime is a unified python framework/library providing API for machine learning with time series data and sklearn compatible tools to analyse, visualize, tune and validate multiple time series learning models such as time series forecasting, time series regression and classification.
The post Guide To Sktime – Python Library For Time Series Data (Compatible With Sci-kit learn) appeared first on Analytics India Magazine.
In today’s article, we will be taking a look at how to predict the rating of cereals. The problem statement is to predict the cereal ratings where the columns give the exact figures of the ingredients. Link to the data set is mentioned below.
The post Hands-on Linear Regression Using Sklearn appeared first on Analytics India Magazine.
In today’s article, we will be taking a look at how to predict the rating of cereals. The problem statement is to predict the cereal ratings where the columns give the exact figures of the ingredients. Link to the data set is mentioned below.
The post Hands-on Linear Regression Using Sklearn appeared first on Analytics India Magazine.
In this article, we will see how to make use of autosklearn for classification and regression problems.
The post Complete Guide to Using AutoSklearn – Tool For Faster Machine Learning Implementations appeared first on Analytics India Magazine.