Topics

Duration

32 Weeks

Progress

0/20

Learning Progress0%

AI Roadmap

Scikit-learn

Learning Path

Follow these concepts in order to master this topic.

Introduction to Scikit-learn

Installing Scikit-learn

Datasets Module

Loading Built-in Datasets

Train/Test Split

Preprocessing Data

Regression Modules

Clustering Models

Pipelines

Feature Selection

Hyperparameter Tuning

GridSearchCV

RandomizedSearchCV

Model Persistence

Building End-to-End ML Pipelines

Documentation

Official documentation and references.

Scikit-learn Documentation

Recommended

Scikit-learn User Guide

Scikit-learn Examples

Video Courses

Scikit-learn Full Course

2h 10m

Machine Learning with Scikit-learn

18h

Practice Websites

Practice what you've learned.

Kaggle Learn

OpenML

UCI Machine Learning Repository

Projects

Apply what you've learned by building real projects.

Iris Flower Classification

Beginner

Customer Churn Prediction

Intermediate

End-to-End Machine Learning Pipeline

Advanced