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How to take machine learning from exploration to implementation

O'Reilly Media - Data

The results of a recent survey we conducted (with 11,000+ respondents, a full report is forthcoming) bears this out—only about 15% of respondents worked for companies that have extensive experience using ML in production: In this post, I’ll describe how one can go from “exploration and evaluation” to actual “implementation” of ML technologies.

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The Modern Data Stack: What It Is, How It Works, Use Cases, and Ways to Implement

Altexsoft

Offered as open-source with active support by communities. Many components of a modern data stack (such as Apache Airflow, Kafka, Spark, and others) are open-source and free. While the open-source part is definitely a good thing, it requires a high level of expertise as there’s often no GUI.

Data 59
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The Good and the Bad of Kubernetes Container Orchestration

Altexsoft

Kubernetes or K8s for short is an open-source platform to deploy and orchestrate a large number of containers — packages of software, with all dependencies, libraries, and other elements necessary to execute it, no matter the environment. Source: Dynatrace What auxiliary processes do companies entrust to the orchestrator?

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Structured vs Unstructured Data: Compared and Explained

Altexsoft

On top of that, structured data doesn’t normally require much storage space. DW are central data storages used by companies for data analysis and reporting. If there’s the need to keep data in its raw native formats for further analysis, storage repositories called data lakes will be the way to go.

Data 93
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The Good and the Bad of Apache Spark Big Data Processing

Altexsoft

Maintained by the Apache Software Foundation, Apache Spark is an open-source, unified engine designed for large-scale data analytics. Hadoop YARN : Often the preferred choice due to its scalability and seamless integration with Hadoop’s data storage systems, ideal for larger, distributed workloads. What is Apache Spark?

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DevOps Tools and Toolchain made easy to understand!

Openxcell

Now, businesses are progressing towards faster deployment with high software quality. Even during the pandemic, the survey conducted by IDC found that apart from other technology tools, DevOps tools are the only ones that have been getting more traction from the companies. Besides, it also monitors the micro-services of the business.

DevOps 52
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Accelerating Cloud Adoption with Hitachi Vantara

Hu's Place - HitachiVantara

Surveys by Gartner , IDG , and Right scale in 2018 leave no doubt that cloud adoption is mainstream. Public cloud adoption led the way increasing to 92% in the Right Scale survey. The same survey showed that 81% having a multi-cloud strategy, leveraging almost 5 clouds on average.

Cloud 49