Data science projects with Python : a case study approach to gaining valuable insights from real data with machine learning

Ideal for anyone who is just getting started with machine learning, this hands-on data science book will give you experience building predictive models using industry-standard tools and techniques. It will help you develop the skills and understanding to generate valuable insights and make data-driv...

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Bibliographic Details
Main Author: Klosterman, Stephen, (Author)
Format: eBook
Language: English
Published: Birmingham : Packt Publishing, 2021.
Edition: Second edition.
Subjects:
Python (Computer program language)
Machine learning.
Data mining.
elektronické knihy
electronic books
ISBN: 9781800569447
1800569440
1800564481
9781800564480
Physical Description: 1 online resource

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Table of contents

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100 1 |a Klosterman, Stephen,  |e author. 
245 1 0 |a Data science projects with Python :  |b a case study approach to gaining valuable insights from real data with machine learning /  |c Stephen Klosterman. 
250 |a Second edition. 
264 1 |a Birmingham :  |b Packt Publishing,  |c 2021. 
300 |a 1 online resource 
336 |a text  |b txt  |2 rdacontent 
337 |a computer  |b c  |2 rdamedia 
338 |a online resource  |b cr  |2 rdacarrier 
506 |a Plný text je dostupný pouze z IP adres počítačů Univerzity Tomáše Bati ve Zlíně nebo vzdáleným přístupem pro zaměstnance a studenty 
520 |a Ideal for anyone who is just getting started with machine learning, this hands-on data science book will give you experience building predictive models using industry-standard tools and techniques. It will help you develop the skills and understanding to generate valuable insights and make data-driven business decisions. 
505 0 |a Table of Contents Data Exploration and Cleaning Introduction to Scikit-Learn and Model Evaluation Details of Logistic Regression and Feature Exploration The Bias-Variance Trade-off Decision Trees and Random Forests Gradient Boosting, XGBoost, and SHAP (SHapley Additive exPlanations) Values Test Set Analysis, Financial Insights, and Delivery to the Client. 
590 |a Knovel  |b Knovel (All titles) 
650 0 |a Python (Computer program language) 
650 0 |a Machine learning. 
650 0 |a Data mining. 
655 7 |a elektronické knihy  |7 fd186907  |2 czenas 
655 9 |a electronic books  |2 eczenas 
776 0 8 |i Print version:  |a Klosterman, Stephen.  |t Data science projects with Python.  |b Second edition.  |d Birmingham : Packt Publishing, 2021  |z 1800564481  |z 9781800564480  |w (OCoLC)1248687925 
856 4 0 |u https://proxy.k.utb.cz/login?url=https://app.knovel.com/hotlink/toc/id:kpDSPPA001/data-science-projects?kpromoter=marc  |y Full text 

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