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Why Best-of-Breed is a Better Choice than All-in-One Platforms for Data Science

O'Reilly on Data

Do you buy a solution from a big integration company like IBM, Cloudera, or Amazon? Integrated all-in-one platforms assemble many tools together, and can therefore provide a full solution to common workflows. However some assembly is required because they need to be used alongside other products to create full solutions.

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Harmonize data using AWS Glue and AWS Lake Formation FindMatches ML to build a customer 360 view

AWS Big Data

Overview of solution In this post, we go through the various steps to apply ML-based fuzzy matching to harmonize customer data across two different datasets for auto and property insurance. The following diagram shows our solution architecture. Prerequisites To follow along with this walkthrough, you must have an AWS account.

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Build efficient, cross-Regional, I/O-intensive workloads with Dask on AWS

AWS Big Data

The sheer volume of data captured daily continues to grow, calling for platforms and solutions to evolve. Services such as Amazon Simple Storage Service (Amazon S3) offer a scalable solution that adapts yet remains cost-effective for growing datasets. This solution was inspired by work with a key AWS customer, the UK Met Office.

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Explore visualizations with AWS Glue interactive sessions

AWS Big Data

AWS Glue interactive sessions offer a powerful way to iteratively explore datasets and fine-tune transformations using Jupyter-compatible notebooks. Solution overview You can quickly provision new interactive sessions directly from your notebook without needing to interact with the AWS Command Line Interface (AWS CLI) or the console.

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Enforce boundaries on AWS Glue interactive sessions

AWS Big Data

In this post, we present the process of deploying a reusable solution to enforce AWS Glue interactive session limits on three options: connection, number of workers, and maximum idle time. You can further extend the solution for other properties or services within AWS Glue. The code is available in the GitHub repo.

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Essential data science tools for elevating your analytics operations

CIO Business Intelligence

Jupyter Notebooks. Jupyter Notebooks let readers do more than absorb. Jupyter Notebooks let readers do more than absorb. Today, the standard Jupyter Notebook supports more than 40 programming languages, and it’s common to find R, Julia, or even Java or C within them. Jupyter Notebooks don’t just run themselves.

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Enforce fine-grained access control on Open Table Formats via Amazon EMR integrated with AWS Lake Formation

AWS Big Data

Solution overview In this post, we demonstrate how to implement FGAC on Apache Hudi tables using Amazon EMR on Amazon Elastic Compute Cloud (Amazon EC2) integrated with Lake Formation. The following diagram illustrates the solution architecture. For example, the users only can access data rows that belong to their country.