Szczegóły ebooka

Mastering Machine Learning on AWS. Advanced machine learning in Python using SageMaker, Apache Spark, and TensorFlow

Mastering Machine Learning on AWS. Advanced machine learning in Python using SageMaker, Apache Spark, and TensorFlow

Ebook
Amazon Web Services (AWS) is constantly driving new innovations that empower data scientists to explore a variety of machine learning (ML) cloud services. This book is your comprehensive reference for learning and implementing advanced ML algorithms in AWS cloud.

As you go through the chapters, you’ll gain insights into how these algorithms can be trained, tuned, and deployed in AWS using Apache Spark on Elastic Map Reduce (EMR), SageMaker, and TensorFlow. While you focus on algorithms such as XGBoost, linear models, factorization machines, and deep nets, the book will also provide you with an overview of AWS as well as detailed practical applications that will help you solve real-world problems. Every application includes a series of companion notebooks with all the necessary code to run on AWS. In the next few chapters, you will learn to use SageMaker and EMR Notebooks to perform a range of tasks, right from smart analytics and predictive modeling through to sentiment analysis.

By the end of this book, you will be equipped with the skills you need to effectively handle machine learning projects and implement and evaluate algorithms on AWS.
  • 1. Getting started with Machine learning for AWS
  • 2. Classifying Twitter Feeds with Naive Bayes
  • 3. Predicting House Value with Regression Algorithms
  • 4. Predicting User Behavior with Tree-based Methods
  • 5. Customer Segmentation Using Clustering Algorithms
  • 6. Analyzing Visitor Patterns to Make Recommendations
  • 7. Implementing Deep Learning Algorithms
  • 8. Implementing Deep Learning with TensorFlow on AWS
  • 9. Image Classification and Detection with Sagemaker
  • 10. Working with AWS Comprehend
  • 11. Using AWS Rekognition
  • 12. Building Conversational Interfaces Using AWS Lex
  • 13. Creating Clusters on AWS
  • 14. Optimizing Models in Spark and Sagemaker
  • 15. Tuning clusters for Machine Learning
  • 16. Deploying models built on AWS
  • Tytuł: Mastering Machine Learning on AWS. Advanced machine learning in Python using SageMaker, Apache Spark, and TensorFlow
  • Autor: Dr. Saket S.R. Mengle, Maximo Gurmendez
  • Tytuł oryginału: Mastering Machine Learning on AWS. Advanced machine learning in Python using SageMaker, Apache Spark, and TensorFlow
  • ISBN: 9781789347500, 9781789347500
  • Data wydania: 2019-05-20
  • Format: Ebook
  • Identyfikator pozycji: e_2auu
  • Wydawca: Packt Publishing