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The data science workshop : a new, interactive approach to learning data science / Anthony So, and at all..,

By: Material type: TextTextPublication details: Birmingham, UK : Packt Publishing, 2020Description: x, 777 pages : illustrations, 28 cmISBN:
  • 9781838981266
Subject(s): DDC classification:
  • 006.31 SOA
Contents:
Table of Contents Introduction to Data Science in Python Regression Binary Classification Multiclass Classification with Random Forest Performing Your First Cluster Analysis How to Assess Performance The Generalization of Machine Learning Models Hyperparameter Tuning Interpreting a Machine Learning Model Analyzing a Dataset Data Preparation Feature Engineering Imbalanced Datasets Dimensionality Reduction Ensemble Learning Machine Learning Pipelines Automated Feature Engineering
Summary: Cut through the noise and get real results with a step-by-step approach to data science
List(s) this item appears in: New Arrivals - April 1st to 30th 2023
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Table of Contents Introduction to Data Science in Python Regression Binary Classification Multiclass Classification with Random Forest Performing Your First Cluster Analysis How to Assess Performance The Generalization of Machine Learning Models Hyperparameter Tuning Interpreting a Machine Learning Model Analyzing a Dataset Data Preparation Feature Engineering Imbalanced Datasets Dimensionality Reduction Ensemble Learning Machine Learning Pipelines Automated Feature Engineering

Cut through the noise and get real results with a step-by-step approach to data science

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