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

IBM Journey to AI blog

JANUARY 5, 2023

The first generation of data architectures represented by enterprise data warehouse and business intelligence platforms were characterized by thousands of ETL jobs, tables, and reports that only a small group of specialized data engineers understood, resulting in an under-realized positive impact on the business.

Data Quality 130

Data Quality Metadata Big Data ETL 130

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 127

Generative AI Data Ingestion Python LLM 127

Pickl AI

DECEMBER 16, 2024

Whether you aim for comprehensive data integration or impactful visual insights, this comparison will clarify the best fit for your goals. Key Takeaways Microsoft Fabric is a full-scale data platform, while Power BI focuses on visualising insights. Fabric suits large enterprises; Power BI fits team-level reporting needs.

ETL 52

ETL Data Ingestion Data Integration Machine Learning 52

The MLOps Blog

MARCH 15, 2023

A typical data pipeline involves the following steps or processes through which the data passes before being consumed by a downstream process, such as an ML model training process. Data Ingestion : Involves raw data collection from origin and storage using architectures such as batch, streaming or event-driven.

Categorization 59

Categorization ETL Data Integration Automation 59

Pickl AI

OCTOBER 10, 2024

Its drag-and-drop interface makes it user-friendly, allowing data engineers to build complex workflows without extensive coding knowledge. Nifi excels in data ingestion, routing, transformation, and system-to-system data flow management. AWS Glue AWS Glue is a fully managed ETL service provided by Amazon Web Services.

ETL 52

ETL Data Quality Machine Learning Business Intelligence 52

The MLOps Blog

JANUARY 26, 2024

Keeping track of how exactly the incoming data (the feature pipeline’s input) has to be transformed and ensuring that each model receives the features precisely how it saw them during training is one of the hardest parts of architecting ML systems. This is where feature stores come in. What is a feature store?

Machine Learning 72

Machine Learning Metadata ML Python 72