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Data Science Projects with Python Cover

Data Science Projects with Python

A case study approach to gaining valuable insights from real data with machine learning

Paid access
|Aug 2021

Table of Contents

  1. Data Exploration and Cleaning
  2. Introduction to Scikit-Learn and Model Evaluation
  3. Details of Logistic Regression and Feature Exploration
  4. The Bias-Variance Trade-off
  5. Decision Trees and Random Forests
  6. Gradient Boosting, XGBoost, and SHAP (SHapley Additive exPlanations) Values
  7. Test Set Analysis, Financial Insights, and Delivery to the Client
PDF ISBN: 978-1-80056-944-7
Publisher: Packt Publishing Limited
Copyright owner: © 2021 Packt Publishing Limited
Publication date: 2021
Language: English
Pages: 432

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