Machine Learning in the Aws Cloud: Add Intelligence to Applications with Amazon Sagemaker and Amazon Rekognition

ISBN-13: 9781119556718 / Angielski / Miękka / 2019 / 528 str.

Abhishek Mishra

Spis treści

Introduction xxiii Part 1 Fundamentals of Machine Learning 1 Chapter 1 Introduction to Machine Learning 3 Chapter 2 Data Collection and Preprocessing 27 Chapter 3 Data Visualization with Python 51 Chapter 4 Creating Machine Learning Models with Scikit-learn 79 Chapter 5 Evaluating Machine Learning Models 115 Part 2 Machine Learning with Amazon Web Services 133 Chapter 6 Introduction to Amazon Web Services 135 Chapter 7 AWS Global Infrastructure 151 Chapter 8 Identity and Access Management 161 Chapter 9 Amazon S3 181 Chapter 10 Amazon Cognito 201 Chapter 11 Amazon DynamoDB 221 Chapter 12 AWS Lambda 237 Chapter 13 Amazon Comprehend 257 Chapter 14 Amazon Lex 275 Chapter 15 Amazon Machine Learning 317 Chapter 16 Amazon SageMaker 353 Chapter 17 Using Google TensorFlow with Amazon SageMaker 387 Chapter 18 Amazon Rekognition 421 Appendix A Anaconda and Jupyter Notebook Setup 445 Appendix B AWS Resources Needed to Use This Book 455 Appendix C Installing and Configuring the AWS CLI 461 Appendix D Introduction to NumPy and Pandas 467 Index 485

O autorze

ABOUT THE AUTHOR ABHISHEK MISHRA has more than 19 years' experience across a broad range of enterprise technologies. He consults as a security and fraud solution architect with Lloyds Banking group PLC in London. He is the author of Amazon Web Services for Mobile Developers.