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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| Main Author | |
|---|---|
| Format | Electronic eBook |
| Language | English |
| Published |
Birmingham :
Packt Publishing,
2021.
|
| Edition | Second edition. |
| Subjects | |
| Online Access | Full text |
| ISBN | 9781800569447 1800569440 1800564481 9781800564480 |
| Physical Description | 1 online resource |
Cover
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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 |