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CodeSignal

Data Cleaning and Preprocessing in Machine Learning

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Overview

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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

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