AWS Machine Learning Blog

JUNE 18, 2024

This manual synchronization process, hindered by disparate data formats, is resource-intensive, limiting the potential for widespread data orchestration. The platform, although functional, deals with CSV and JSON files containing hundreds of thousands of rows from various manufacturers, demanding substantial effort for data ingestion.

Generative AI 118

Generative AI Data Ingestion Python LLM 118

AWS Machine Learning Blog

SEPTEMBER 19, 2023

For this use case, we see how SageMaker Feature Store helps convert the raw car sales data into structured features. You should see two pipelines created: car-data-ingestion-pipeline and car-data-aggregated-ingestion-pipeline. Choose the car-data-ingestion-pipeline. Choose the car-data feature group.

ML 112

ML Data Ingestion Python Machine Learning 112

AWS Machine Learning Blog

DECEMBER 18, 2023

MongoDB Atlas offers automatic sharding, horizontal scalability, and flexible indexing for high-volume data ingestion. Among all, the native time series capabilities is a standout feature, making it ideal for a managing high volume of time-series data, such as business critical application data, telemetry, server logs and more.

Data Extraction 121

Data Extraction Data Ingestion ML Machine Learning 121

Pickl AI

SEPTEMBER 20, 2024

It was initially developed at Facebook to address the challenges of managing massive data volumes for their inbox search feature. Released as an open-source project in 2008 and later becoming a top-level project of the Apache Software Foundation in 2010, Cassandra has gained popularity due to its scalability and high availability features.

Data Ingestion 52

Data Ingestion Automation Algorithm Data Science 52

AWS Machine Learning Blog

SEPTEMBER 11, 2024

This makes GPUs well suited for data-heavy, matrix math-based, ML training workloads, and real-time inference workloads needing synchronicity at scale. Both use cases require the ability to move data around the chip quickly and controllably.

ML 93

ML Deep Learning Algorithm Large Language Models 93

AWS Machine Learning Blog

OCTOBER 23, 2024

Data flow Here is an example of this data flow for an Agent Creator pipeline that involves data ingestion, preprocessing, and vectorization using Chunker and Embedding Snaps. He currently is working on Generative AI for data integration.

Generative AI 75

Generative AI IDP LLM Automation 75