Remove topic health
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Build multi-Region resilient Apache Kafka applications with identical topic names using Amazon MSK and Amazon MSK Replicator

AWS Big Data

This post explains how to use MSK Replicator for cross-cluster data replication and details the failover and failback processes while keeping the same topic name across Regions. MSK Replicator supports an identical topic name configuration, enabling seamless topic name retention during both active-active or active-passive replication.

Metrics 106
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Lessons learned building natural language processing systems in health care

O'Reilly on Data

NLP systems in health care are hard—they require broad general and medical knowledge, must handle a large variety of inputs, and need to understand context. In health care, several applications have already moved from science fiction to reality. Health care has hundreds of languages.

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Managing risk in machine learning

O'Reilly on Data

million users), we’re finding strong interest in machine learning topics. Below are the top search topics on our training platform: Beyond “search,” note that we’re seeing strong growth in consumption of content related to ML across all formats—books, posts, video, and training. Data Platforms. Model lifecycle management.

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Artificial intelligence and machine learning adoption in European enterprise

O'Reilly on Data

In this post, I’ll describe some of the key areas of interest and concern highlighted by respondents from Europe, while describing how some of these topics will be covered at the upcoming Strata Data conference in London (April 29 - May 2, 2019). At the 2018 Strata Data London, data privacy and GDPR were big topics.

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Core technologies and tools for AI, big data, and cloud computing

O'Reilly on Data

The resource examples I’ll cite will be drawn from the upcoming Strata Data conference in San Francisco , where leading companies and speakers will share their learnings on the topics covered in this post. Health and Medicine. AI and machine learning in the enterprise. Security and Privacy. Retail and e-commerce. Financial services.

Big Data 272
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Migrate from Standard brokers to Express brokers in Amazon MSK using Amazon MSK Replicator

AWS Big Data

MSK Replicator also replicates Kafka metadata , including topic configurations, access control lists (ACLs), and consumer group offsets. Migration strategy: All at once vs. wave Two migration strategies can be adopted: All at once All topics are replicated to the target cluster simultaneously, and all clients are migrated at once.

Metrics 66
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The road to Software 2.0

O'Reilly on Data

Model governance, model operations , data provenance, and data lineage are becoming hot topics for people and organizations that are implementing AI solutions. These problems, though, are solvable. We are at the edge of a revolution in how we build software. How far will that revolution extend?

Software 339