Analytics Vidhya

MARCH 7, 2023

Introduction Apache Flume is a tool/service/data ingestion mechanism for gathering, aggregating, and delivering huge amounts of streaming data from diverse sources, such as log files, events, and so on, to centralized data storage. Flume is a tool that is very dependable, distributed, and customizable.

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Data Ingestion 315

IBM Journey to AI blog

JUNE 27, 2024

Moreover, data is often an afterthought in the design and deployment of gen AI solutions, leading to inefficiencies and inconsistencies. Unlocking the full potential of enterprise data for generative AI At IBM, we have developed an approach to solving these data challenges.

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Generative AI Data Ingestion Large Language Models Data Discovery 305

Unite.AI

NOVEMBER 29, 2024

Prescriptive AI relies on several essential components that work together to turn raw data into actionable recommendations. The process begins with data ingestion and preprocessing, where prescriptive AI gathers information from different sources, such as IoT sensors, databases, and customer feedback.

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Algorithm AI AI Data Ingestion 274

Towards AI

MARCH 6, 2024

ArangoDB offers the same functionality as Neo4j with more than competitive… arangodb.com In the course of this project, I set up a local instance of ArangoDB using docker, and employed the ArangoDB Python Driver, python-arango, to develop data ingestion scripts. This prevents timeout and reconnect issues.

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Data Ingestion Python AI AI 97

Analytics Vidhya

FEBRUARY 20, 2023

Introduction Azure data factory (ADF) is a cloud-based data ingestion and ETL (Extract, Transform, Load) tool. The data-driven workflow in ADF orchestrates and automates data movement and data transformation.

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databricks

DECEMBER 10, 2024

Data engineering teams are frequently tasked with building bespoke ingestion solutions for myriad custom, proprietary, or industry-specific data sources. Many teams find that.

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Data Ingestion Python 105

Pickl AI

JULY 25, 2024

Summary: Data ingestion is the process of collecting, importing, and processing data from diverse sources into a centralised system for analysis. This crucial step enhances data quality, enables real-time insights, and supports informed decision-making. This is where data ingestion comes in.

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Data Ingestion ETL Data Quality Data Integration 52

Pickl AI

JULY 24, 2023

What is Real-Time Data Ingestion? Real-time data ingestion is the practise of gathering and analysing information as it is produced, without little to no lag between the emergence of the data and its accessibility for analysis. Traders need up-to-the-second information to make informed decisions.

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Data Ingestion ETL Data Integration Data Science 52

databricks

MARCH 29, 2024

Overview In the competitive world of professional hockey, NHL teams are always seeking to optimize their performance. Advanced analytics has become increasingly important.

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Data Ingestion 111

Flipboard

SEPTEMBER 1, 2023

This article describes a large-scale data warehousing use case to provide reference for data engineers who are looking for log analytic solutions. It introduces the log processing architecture and real-case practice in data ingestion, storage, and queries.

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Data Ingestion 167

Unite.AI

NOVEMBER 21, 2024

Drasi's Real-Time Data Processing Architecture Drasi’s design is centred around an advanced, modular architecture, prioritizing scalability, speed, and real-time operation. Maily, it depends on continuous data ingestion , persistent monitoring, and automated response mechanisms to ensure immediate action on data changes.

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Machine Learning Data Ingestion Automation Artificial Intelligence 146

AI News

AUGUST 29, 2023

If you think about building a data pipeline, whether you’re doing a simple BI project or a complex AI or machine learning project, you’ve got data ingestion, data storage and processing, and data insight – and underneath all of those four stages, there’s a variety of different technologies being used,” explains Faruqui.

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Data Ingestion Big Data Explainability ETL 235

databricks

MAY 23, 2024

We're excited to announce native support in Databricks for ingesting XML data. XML is a popular file format for representing complex data.

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Data Ingestion 52

AWS Machine Learning Blog

SEPTEMBER 24, 2024

For production deployment, the no-code recipes enable easy assembly of the data ingestion pipeline to create a knowledge base and deployment of RAG or agentic chains. These solutions include two primary components: a data ingestion pipeline for building a knowledge base and a system for knowledge retrieval and summarization.

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AI News

SEPTEMBER 29, 2024

Additionally, they accelerate time-to-market for AI-driven innovations by enabling rapid data ingestion and retrieval, facilitating faster experimentation. It offers elasticity, allowing businesses to handle fluctuating demands while sustaining performance and efficiency.

Big Data 309

Big Data Generative AI ETL Data Ingestion 309

AWS Machine Learning Blog

APRIL 7, 2025

When storing a vector index for your knowledge base in an Aurora database cluster, make sure that the table for your index contains a column for each metadata property in your metadata files before starting data ingestion.

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Metadata Data Ingestion Generative AI Natural Language Processing 113

Flipboard

MARCH 3, 2023

Data proliferation has become a norm and as organizations become more data driven, automating data pipelines that enable data ingestion, curation, …

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Data Ingestion ML Automation Big Data 123

AI Weekly

AUGUST 20, 2024

. - Introduction to AI Vector Embedding Generation Transformer : Discover how Onehouse solves the above challenges by enabling users to automatically create and manage vector embeddings from near real-time data ingestion streams to lakehouse tables without adding complex setups and extra tools. - Technical Deep Dive : Get into the nitty-gritty of (..)

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Big Data Data Ingestion Generative AI Software Development 264

Flipboard

DECEMBER 31, 2024

Empowering AI teams with seamless integration, rapid prototyping, and robust data handling through a serverless, RAG-as-a-Service platform.

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Data Ingestion AI AI Machine Learning 65

Marktechpost

DECEMBER 18, 2023

This observability ensures continuity in operations and provides valuable data for optimizing the deployment of LLMs in enterprise settings. The key components of GPT-RAG are data ingestion, Orchestrator, and front-end app.

Machine Learning 144

Machine Learning Data Ingestion OpenAI Large Language Models 144

Towards AI

NOVEMBER 3, 2024

📔This is a beginner-friendly tutorial so quick notes on Retrieval Augmented Generation (RAG) and LangChain before we get started with the hands-on.

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Data Ingestion Python LLM Generative AI 105

AWS Machine Learning Blog

FEBRUARY 21, 2025

Rockets legacy data science architecture is shown in the following diagram. The diagram depicts the flow; the key components are detailed below: Data Ingestion: Data is ingested into the system using Attunity data ingestion in Spark SQL.

Data Science 72

Data Science Data Scientist Data Ingestion DevOps 72

Marktechpost

JULY 2, 2024

The platform’s interactive UI, powered by Gradio, enhances the user experience by simplifying the data ingestion and parsing process. In conclusion, OmniParse addresses the significant challenge of handling unstructured data by providing a versatile and efficient platform that supports multiple data types.

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Data Ingestion LLM AI AI 120

AWS Machine Learning Blog

OCTOBER 23, 2024

Solution overview This solution uses several key AWS AI services to build and deploy the AI assistant: Amazon Bedrock – Amazon Bedrock is a fully managed service that offers a choice of high-performing FMs from leading AI companies such as AI21 Labs, Anthropic, Cohere, Meta, Mistral AI, Stability AI, and Amazon through a single API, along with a broad (..)

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Data Ingestion Natural Language Processing Generative AI Conversational AI 94

Unite.AI

JANUARY 13, 2025

By leveraging GPU acceleration, we've dramatically reduced index-building time, enabling faster data ingestion and improved data visibility. Compared to traditional database indexing, vector index construction requires several orders of magnitude more computational power.

Data Scarcity 146

Data Scarcity ETL Data Ingestion Software Engineer 146

NVIDIA

MARCH 19, 2025

Professionals can benefit from high-quality video playback, accelerate video data ingestion and use advanced AI-powered video editing features. Fifth-Generation PCIe : Provides double the bandwidth over the previous generation, improving data transfer speeds from CPU memory and unlocking faster performance for data-intensive tasks.

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Data Ingestion AI AI Large Language Models 91

Snorkel AI

JANUARY 8, 2025

At Snorkel, weve partnered with Databricks to create a powerful synergy between their data lakehouse and our Snorkel Flow AI data development platform. Ingesting raw data from Databricks into Snorkel Flow Efficient data ingestion is the foundation of any machine learning project.

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AI Development AI Developer Data Ingestion LLM 52

AWS Machine Learning Blog

AUGUST 9, 2024

Deltek is continuously working on enhancing this solution to better align it with their specific requirements, such as supporting file formats beyond PDF and implementing more cost-effective approaches for their data ingestion pipeline. The first step is data ingestion, as shown in the following diagram. What is RAG?

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Snorkel AI

DECEMBER 2, 2024

When combined with Snorkel Flow, it becomes a powerful enabler for enterprises seeking to harness the full potential of their proprietary data. What the Snorkel Flow + AWS integrations offer Streamlined data ingestion and management: With Snorkel Flow, organizations can easily access and manage unstructured data stored in Amazon S3.

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Data Ingestion Large Language Models LLM Machine Learning 52

databricks

MAY 31, 2023

Data ingestion into the Lakehouse can be a bottleneck for many organizations, but with Databricks, you can quickly and easily ingest data of.

Data Ingestion 98

Data Ingestion 98

IBM Journey to AI blog

MARCH 21, 2024

Accelerated data processing Efficient data processing pipelines are critical for AI workflows, especially those involving large datasets. Leveraging distributed storage and processing frameworks such as Apache Hadoop, Spark or Dask accelerates data ingestion, transformation and analysis.

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AWS Machine Learning Blog

APRIL 3, 2025

Through its RAG architecture, we semantically search and use metadata filtering to retrieve relevant context from diverse sources: internal sales enablement materials, historic APs, SEC filings, news articles, executive engagements and data from our CRM systems.

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Generative AI Metadata Software Development AI 97

IBM Journey to AI blog

SEPTEMBER 27, 2023

Over the years, an overwhelming surplus of security-related data and alerts from the rapidly expanding cloud digital footprint has put an enormous load on security solutions that need greater scalability, speed and efficiency than ever before.

Automation 295

Automation Data Ingestion Artificial Intelligence Artificial Intelligence 295

Flipboard

JANUARY 24, 2025

By default, Amazon Bedrock encrypts all knowledge base-related data using an AWS managed key. When setting up a data ingestion job for your knowledge base, you can also encrypt the job using a custom AWS Key Management Service (AWS KMS) key. Alternatively, you can choose to use a customer managed key.

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IBM Journey to AI blog

JANUARY 9, 2024

Overcoming challenges means addressing data ingestion bottlenecks, hybrid cloud AI model distribution, robust model safeguarding through advanced encryption and governance for trustworthiness.

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Data Ingestion Automation Data Platform AI Modeling 212

Unite.AI

MARCH 14, 2024

As a vertically integrated AI studio, Inflection AI handles the entire process in-house, from data ingestion and model design to high-performance infrastructure. The post Inflection-2.5: The Powerhouse LLM Rivaling GPT-4 and Gemini appeared first on Unite.AI.

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LLM Large Language Models Data Ingestion AI 276

Marktechpost

JUNE 16, 2024

This solution addresses the complexities data engineering teams face by providing a unified platform for data ingestion, transformation, and orchestration. Image Source Key Components of LakeFlow: LakeFlow Connect: This component offers point-and-click data ingestion from numerous databases and enterprise applications.

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Data Ingestion Python Automation Data Scientist 119