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Octopai Acquisition Enhances Metadata Management to Trust Data Across Entire Data Estate

Cloudera

Additionally, multiple copies of the same data locked in proprietary systems contribute to version control issues, redundancies, staleness, and management headaches. It leverages knowledge graphs to keep track of all the data sources and data flows, using AI to fill the gaps so you have the most comprehensive metadata management solution.

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Unifying metadata governance across Amazon SageMaker and Collibra

AWS Big Data

Managing metadata across tools and teams is a growing challenge for organizations building modern data and AI platforms. Teams use Collibra to curate business context, classify sensitive data, and manage access to information in line with compliance requirements. This post was co-written with Vasiliki Nikolopoulou from Collibra.

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MLFlow Mastery: A Complete Guide to Experiment Tracking and Model Management

KDnuggets

It helps you track, manage, and deploy models. It helps you track, manage, and deploy models. It manages the entire machine learning lifecycle. MLflow also manages models after deployment. Managing ML projects without MLFlow is challenging. Reproducibility : MLFlow standardizes how experiments are managed.

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Enriching metadata for accurate text-to-SQL generation for Amazon Athena

AWS Big Data

Writing SQL queries requires not just remembering the SQL syntax rules, but also knowledge of the tables metadata, which is data about table schemas, relationships among the tables, and possible column values. Although LLMs can generate syntactically correct SQL queries, they still need the table metadata for writing accurate SQL query.

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Building a Custom PDF Parser with PyPDF and LangChain

KDnuggets

Install them with: pip install pypdf langchain If you want to manage dependencies neatly, create a requirements.txt file with: pypdf langchain requests And run: pip install -r requirements.txt Step 1: Set Up the PDF Parser(parser.py) The core class CustomPDFParser uses PyPDF to extract text and metadata from each PDF page.

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Expand data access through Apache Iceberg using Delta Lake UniForm on AWS

AWS Big Data

The landscape of big data management has been transformed by the rising popularity of open table formats such as Apache Iceberg, Apache Hudi, and Linux Foundation Delta Lake. Both Delta Lake and Iceberg metadata files reference the same data files.

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Accelerate your migration to Amazon OpenSearch Service with Reindexing-from-Snapshot

AWS Big Data

It is appealing to migrate from self-managed OpenSearch and Elasticsearch clusters in legacy versions to Amazon OpenSearch Service to enjoy the ease of use, native integration with AWS services, and rich features from the open-source environment ( OpenSearch is now part of Linux Foundation ).