Tag

sklearn

1 views collected around this technical thread.

Rare Earth Juejin Tech Community
Rare Earth Juejin Tech Community
Sep 15, 2023 · Artificial Intelligence

Understanding Machine Learning vs Deep Learning and a Practical sklearn Regression Tutorial

This article explains the difference between machine learning and deep learning, compares ML algorithms with traditional logic code, introduces the scikit‑learn library, demonstrates data preprocessing, model training with RandomForestRegressor, and shows how to build a voting regressor for disease progression prediction using Python.

Pythondeep learningmachine learning
0 likes · 18 min read
Understanding Machine Learning vs Deep Learning and a Practical sklearn Regression Tutorial
Model Perspective
Model Perspective
Nov 8, 2022 · Artificial Intelligence

How to Solve Multiple Linear Regression with sklearn and statsmodels in Python

This article demonstrates how to perform multiple linear regression using sklearn's LinearRegression and the statsmodels library in Python, covering both formula‑based and array‑based approaches, complete with example data, code snippets, and model evaluation details.

Pythondata analysislinear regression
0 likes · 5 min read
How to Solve Multiple Linear Regression with sklearn and statsmodels in Python
Model Perspective
Model Perspective
Sep 23, 2022 · Artificial Intelligence

How to Fill Missing Data with sklearn’s SimpleImputer and KNNImputer

This guide explains how to use scikit-learn’s SimpleImputer and KNNImputer to fill missing values, covering available strategies such as mean, median, most frequent, and constant, and provides complete Python code examples with expected output.

KNNImputerPythonSimpleImputer
0 likes · 3 min read
How to Fill Missing Data with sklearn’s SimpleImputer and KNNImputer
Model Perspective
Model Perspective
Sep 7, 2022 · Artificial Intelligence

How to Solve Multiple Linear Regression with sklearn and statsmodels in Python

This guide demonstrates how to perform multiple linear regression in Python using sklearn's LinearRegression and the statsmodels library, covering data preparation, model fitting, coefficient extraction, prediction, and detailed statistical diagnostics with example cement heat data.

Pythondata analysislinear regression
0 likes · 5 min read
How to Solve Multiple Linear Regression with sklearn and statsmodels in Python
Model Perspective
Model Perspective
Aug 8, 2022 · Artificial Intelligence

Mastering sklearn.svm: Parameters, Grid Search, and Real-World Examples

An in‑depth guide to sklearn.svm explains SVM classification and regression, details key parameters such as C and kernel types, demonstrates how to use GridSearchCV for hyperparameter tuning, and provides complete Python code examples for iris classification and California housing price prediction.

GridSearchCVPythonSVM
0 likes · 6 min read
Mastering sklearn.svm: Parameters, Grid Search, and Real-World Examples
Model Perspective
Model Perspective
Jul 26, 2022 · Artificial Intelligence

How to Solve Multiple Linear Regression with sklearn and statsmodels in Python

This article demonstrates how to perform multiple linear regression using scikit‑learn's LinearRegression and the statsmodels library, covering data preparation, model fitting, code examples, and interpretation of statistical results for a cement heat‑release case study.

Pythondata analysislinear regression
0 likes · 5 min read
How to Solve Multiple Linear Regression with sklearn and statsmodels in Python