E-book details

Machine Learning Automation with TPOT. Build, validate, and deploy fully automated machine learning models with Python

Machine Learning Automation with TPOT. Build, validate, and deploy fully automated machine learning models with Python

Dario Radečić

Ebook
The automation of machine learning tasks allows developers more time to focus on the usability and reactivity of the software powered by machine learning models. TPOT is a Python automated machine learning tool used for optimizing machine learning pipelines using genetic programming. Automating machine learning with TPOT enables individuals and companies to develop production-ready machine learning models cheaper and faster than with traditional methods.
With this practical guide to AutoML, developers working with Python on machine learning tasks will be able to put their knowledge to work and become productive quickly. You'll adopt a hands-on approach to learning the implementation of AutoML and associated methodologies. Complete with step-by-step explanations of essential concepts, practical examples, and self-assessment questions, this book will show you how to build automated classification and regression models and compare their performance to custom-built models. As you advance, you'll also develop state-of-the-art models using only a couple of lines of code and see how those models outperform all of your previous models on the same datasets.
By the end of this book, you'll have gained the confidence to implement AutoML techniques in your organization on a production level.
  • 1. Machine Learning and the Idea of Automation
  • 2. Deep dive into TPOT
  • 3. Exploring Regression with TPOT
  • 4. Exploring Classification with TPOT
  • 5. Parallel training with TPOT and Dask
  • 6. Getting Started with Deep Learning: Crash Course in Neural Networks
  • 7. Neural Network Classifier with TPOT
  • 8. TPOT Model Deployment
  • 9. Using the Deployed TPOT Model in Production
  • Title: Machine Learning Automation with TPOT. Build, validate, and deploy fully automated machine learning models with Python
  • Author: Dario Radečić
  • Original title: Machine Learning Automation with TPOT. Build, validate, and deploy fully automated machine learning models with Python
  • ISBN: 9781800564961, 9781800564961
  • Date of issue: 2021-05-07
  • Format: Ebook
  • Item ID: e_2a3v
  • Publisher: Packt Publishing