jypi
  • Explore
ChatWays to LearnMind mapAbout

jypi

  • About Us
  • Our Mission
  • Team
  • Careers

Resources

  • Ways to Learn
  • Mind map
  • Blog
  • Help Center
  • Community Guidelines
  • Contributor Guide

Legal

  • Terms of Service
  • Privacy Policy
  • Cookie Policy
  • Content Policy

Connect

  • Twitter
  • Discord
  • Instagram
  • Contact Us
jypi

© 2026 jypi. All rights reserved.

Python for Data Science, AI & Development
Chapters

1Python Foundations for Data Work

2Data Structures and Iteration

3Numerical Computing with NumPy

4Data Analysis with pandas

5Data Cleaning and Feature Engineering

6Data Visualization and Storytelling

7Statistics and Probability for Data Science

8Machine Learning with scikit-learn

ML Workflow and PipelinesData Splits and CV StrategiesClassification MetricsRegression MetricsLinear and Logistic RegressionDecision Trees and ForestsGradient Boosting MethodskNN and SVMNaive Bayes ModelsClustering with k-meansDimensionality Reduction with PCAHyperparameter TuningModel InterpretationHandling Class ImbalanceSaving and Loading Models

9Deep Learning Foundations

10Data Sources, Engineering, and Deployment

Courses/Python for Data Science, AI & Development/Machine Learning with scikit-learn

Machine Learning with scikit-learn

44934 views

Build, tune, and evaluate models using scikit-learn pipelines with reproducible ML workflows.

Content

12 of 15

Hyperparameter Tuning

Original version
2 views

Versions:

Version 22018

Watch & Learn

AI-discovered learning video

Sign in to watch the learning video for this topic.

Sign inSign up free

Start learning for free

Sign up to save progress, unlock study materials, and track your learning.

  • Bookmark content and pick up later
  • AI-generated study materials
  • Flashcards, timelines, and more
  • Progress tracking and certificates

Free to join · No credit card required

Unlock this content

Sign up free to view this chapter, save your progress, and unlock study modes.

  • Full chapters & explanations
  • Flashcards & practice
  • Track progress
Sign inCreate free account
Flashcards
Mind Map
Speed Challenge

Comments (0)

Please sign in to leave a comment.

No comments yet. Be the first to comment!

Ready to practice?

Sign up now to study with flashcards, practice questions, and more — and track your progress on this topic.

Study with flashcards, timelines, and more
Earn certificates for completed courses
Bookmark content for later reference
Track your progress across all topics