Class Central is learner-supported. When you buy through links on our site, we may earn an affiliate commission.

CodeSignal

Data Cleaning and Preprocessing in Machine Learning

via CodeSignal

Overview

Explore essential machine learning preparation using the Titanic Dataset. Gain skills in cleaning and preprocessing historical data with Python and Pandas, readying it for ML models and accurate analytics.

Syllabus

  • Lesson 1: Data Preprocessing: The Titanic Dataset Exploration
  • Lesson 2: Wrangling Missing Data: Techniques Applied to the Titanic Dataset
  • Lesson 3: Outlier Detection and Handling in the Titanic Dataset
  • Lesson 4: Data Transformation with the Titanic Dataset
  • Lesson 5: Data Preprocessing: Mastering Normalization and Standardization Techniques
  • Lesson 6: Feature Engineering: Enhancing the Titanic Dataset for Survival Predictions
  • Lesson 7: Training a Machine Learning Model with the Titanic Dataset

Reviews

Start your review of Data Cleaning and Preprocessing in Machine Learning

Never Stop Learning.

Get personalized course recommendations, track subjects and courses with reminders, and more.

Someone learning on their laptop while sitting on the floor.