Data Science on the Google Cloud Platform
Valliappa lakshmanan (author)
Résumé
Valliappa (Lak) Lakshmanan is currently a Tech Lead for Data and Machine Learning Professional Services for Google Cloud. His mission is to democratize machine learning so that it can be done by anyone anywhere using Google's amazing infrastructure, without deep knowledge of statistics or programming or ownership of a lot of hardware. Before Google, he led a team of data scientists at the Climate Corporation and was a Research Scientist at NOAA National Severe Storms Laboratory, working on machine learning applications for severe weather diagnosis and prediction.
Learn how easy it is to apply sophisticated statistical and machine learning methods to real-world problems when you build on top of the Google Cloud Platform (GCP). With this practical guide, author and GCP Program Manager Valliappa Lakshmanan shows you how to gain insight into a sample business decision by applying different statistical and machine learning methods and tools.
Along the way, you’ll get an extensive tour of the big data and machine learning parts of GCP. You’ll start with statistical methods, move into straightforward classification, and then explore windowing and real-time prediction.
- Move from basic to increasingly sophisticated methods
- Understand interactive querying of very large datasets with BigQuery
- Learn about probabilistic decision making with SparkSQL and Spark
- Train a TensorFlow model in Python and call it from Java
- Create a data processing pipeline with Dataflow
- Compute time-windowed aggregates in real-time
Caractéristiques techniques
| PAPIER | |
| Éditeur(s) | O'Reilly |
| Auteur(s) | Valliappa lakshmanan (author) |
| Parution | 29/11/2017 |
| Nb. de pages | 250 |
| Format | 178 x 233 |
| Poids | 463g |
| EAN13 | 9781491974568 |
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