AWS Machine Learning Blog

APRIL 18, 2025

This feature chunks and converts input data into embeddings using your chosen Amazon Bedrock model and stores everything in the backend vector database. Amazon MSK is a streaming data service that manages Apache Kafka infrastructure and operations, making it straightforward to run Apache Kafka applications on Amazon Web Services (AWS).

Apache Kafka 94

Apache Kafka AWS Clustering Database 94

Towards AI

FEBRUARY 29, 2024

Within this article, we will explore the significance of these pipelines and utilise robust tools such as Apache Kafka and Spark to manage vast streams of data efficiently. Apache Kafka Apache Kafka is a distributed event streaming platform used for building real-time data pipelines and streaming applications.

Apache Kafka 140

Apache Kafka SQL Clustering Data Pipeline 140

AWS Machine Learning Blog

FEBRUARY 7, 2025

However, it lacked essential services required for machine learning (ML) applications, such as frontend and backend infrastructure, DNS, load balancers, scaling, blob storage, and managed databases. At that time, the application was deployed as a single monolithic container, which included Kafka and a database.

Analytics 73

Analytics Analytics AWS Clustering 73

phData

MAY 3, 2024

How Snowflake Helps Achieve Real-Time Analytics Snowflake is the ideal platform to achieve real-time analytics for several reasons, but two of the biggest are its ability to manage concurrency due to the multi-cluster architecture of Snowflake and its robust connections to 3rd party tools like Kafka. p8 -pubout -out C:tmpnew_rsa_key_v1.pub

Apache Kafka 52

Apache Kafka Analytics Analytics ETL 52

DagsHub

OCTOBER 23, 2024

Data can come from different sources, such as databases or directly from users, with additional sources, including platforms like GitHub, Notion, or S3 buckets. Vector Databases Vector databases help store unstructured data by storing the actual data and its vector representation. mp4,webm, etc.), and audio files (.wav,mp3,acc,

Machine Learning 52

Machine Learning Machine Learning Data Lakes AI 52

The MLOps Blog

FEBRUARY 5, 2023

For example, before any video streaming services, users had to wait for videos or audio to get downloaded. There are a number of tools that can help with streaming data collection and processing, some popular ones include: Apache Kafka : An open-source, distributed event streaming platform that can handle millions of events per second.

Machine Learning 72

Machine Learning Machine Learning Data Pipeline Apache Kafka 72

Pickl AI

JULY 29, 2024

Download and extract the Apache Hadoop distribution on all nodes. The open-source software is also free to download and use. Although tools like Apache Kafka and Apache Spark can integrate with Hadoop for real-time processing, managing these additional components can add complexity to the architecture.

Hadoop 52

Hadoop Clustering Big Data Big Data 52