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Scikit-learn Cheatsheet [2025 Updated] - Download pdf

Last Updated: 04 November 2025

By allowing systems to learn from data and make judgments without explicit programming, machine learning is revolutionizing a number of sectors. It is changing how compani...read more

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Python scikit-module

Fitting Data in Chunks vs. Fitting All at Once in scikit-learn

Last Updated: 23 July 2025

Scikit-learn is a widely-used Python library for machine learning, offering a range of algorithms for classification, regression, clustering, and more. One of the key chal...read more

Machine Learning

Python scikit-module

AI-ML-DS With Python

Handling Missing Values in Non-Negative Matrix Factorization (NMF)

Last Updated: 17 September 2025

Non-Negative Matrix Factorization (NMF) is a group of algorithms used in multivariate analysis and linear algebra to factorize a matrix V into two matrices W and H such th...read more

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Python scikit-module

AI-ML-DS With Python

Changing Colors for Decision Tree Plot Using Sklearn plot_tree

Last Updated: 23 July 2025

Decision trees are a popular machine learning model used for classification and regression tasks. Visualizing decision trees can provide insights into the decision-making ...read more

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AI-ML-DS With Python

Can We Use Scikit-learn and TensorFlow Together?

Last Updated: 23 July 2025

In the world of machine learning, Scikit-learn and TensorFlow are two of the most popular libraries used for building and deploying models. While Scikit-learn excels in pr...read more

Python scikit-module

AI-ML-DS With Python

Scikit-Learn vs TensorFlow: Which One Should You Choose?

Last Updated: 28 August 2024

When diving into the world of machine learning and deep learning, one of the first decisions you'll face is choosing the right tool or library for your project. Two of the...read more

Python scikit-module

Data Science Questions

What Does the "Fit" Method in Scikit-learn Do?

Last Updated: 23 July 2025

When working with machine learning models in Scikit-learn, one of the most common methods you'll encounter is the fit() method. Understanding what this method does is esse...read more

Machine Learning

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AI-ML-DS With Python

How to Calculate R^2 with Scikit-Learn

Last Updated: 23 July 2025

The coefficient of determination, denoted as R², is an essential metric in regression analysis. It indicates the extent to which the independent variables account for the ...read more

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Machine Learning

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AI-ML-DS With Python

Understanding Kernel Ridge Regression With Sklearn

Last Updated: 23 July 2025

Kernel ridge regression (KRR) is a powerful technique in scikit-learn for tackling regression problems, particularly when dealing with non-linear relationships between fea...read more

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Machine Learning

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Data Science Blogathon 2024

How to Generate Feature Importance Plots from Scikit-Learn?

Last Updated: 23 July 2025

Understanding which factors affect predictions in machine learning models is vital for making them more accurate and reliable. Feature importance plots are tools that help...read more

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Machine Learning

Python scikit-module

Data Science Blogathon 2024

Handling Missing Data with IterativeImputer in Scikit-learn

Last Updated: 03 November 2025

Missing data imputation is the process of replacing missing or null values in a dataset with estimated values based on statistical or machine learning methods. It is an im...read more

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Machine Learning

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AI-ML-DS With Python

Data Science Blogathon 2024

K-Nearest Neighbors (KNN) Regression with Scikit-Learn

Last Updated: 19 January 2026

K-Nearest Neighbors (KNN) is one of the simplest and most intuitive machine learning algorithms. While it is commonly associated with classification tasks, KNN can also be...read more

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Machine Learning

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AI-ML-DS With Python

Data Science Blogathon 2024

How to Perform Ordinal Encoding Using Sklearn

Last Updated: 05 August 2025

Ordinal encoding assigns a unique integer to each category in a feature, reflecting their order. For example, in a dataset containing shirt sizes (small,medium,large) it c...read more

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Machine Learning

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Data Science Blogathon 2024

What is exactly sklearn.pipeline.Pipeline?

Last Updated: 14 June 2024

The process of transforming raw data into a model-ready format often involves a series of steps, including data preprocessing, feature selection, and model training. Manag...read more

Machine Learning

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AI-ML-DS With Python

Data Science Blogathon 2024

Hierarchical Clustering with Scikit-Learn

Last Updated: 13 February 2026

Hierarchical Clustering is an unsupervised learning technique that groups data into a hierarchy of clusters based on similarity. It builds a tree-like structure called a d...read more

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Machine Learning

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AI-ML-DS With Python

Data Science Blogathon 2024

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