AWS Machine Learning Blog

JANUARY 17, 2024

In this first post, we introduce mobility data, its sources, and a typical schema of this data. We then discuss the various use cases and explore how you can use AWS services to clean the data, how machine learning (ML) can aid in this effort, and how you can make ethical use of the data in generating visuals and insights.

Clustering 132

Clustering AWS ML ML 132

Smart Data Collective

APRIL 29, 2020

The techniques for managing organisational data in a standardised approach that minimises inefficiency. Extraction, Transform, Load (ETL). The extraction of raw data, transforming to a suitable format for business needs, and loading into a data warehouse. Data transformation. Data analytics and visualisation.

Data Warehouse 97

Data Warehouse Azure SQL ETL 97

How to Learn Machine Learning

APRIL 26, 2025

Data Storage and Management Once data have been collected from the sources, they must be secured and made accessible. The responsibilities of this phase can be handled with traditional databases (MySQL, PostgreSQL), cloud storage (AWS S3, Google Cloud Storage), and big data frameworks (Hadoop, Apache Spark).

Data Science 52

Data Science Data Analyst Data Scientist Machine Learning 52

Pickl AI

JULY 25, 2024

Talend A data integration platform that offers a suite of tools for data ingestion, transformation, and management. AWS Glue A fully managed ETL service that makes it easy to prepare and load data for analytics. It automates the process of data discovery, transformation, and loading.

Apache Kafka 52

Apache Kafka Data Lakes Data Warehouse Data Quality 52

DagsHub

OCTOBER 23, 2024

Now that you know why it is important to manage unstructured data correctly and what problems it can cause, let's examine a typical project workflow for managing unstructured data. is similar to the traditional Extract, Transform, Load (ETL) process. It operates in three stages: Extract unstructured data from a source.

Machine Learning 52

Machine Learning Machine Learning Data Lakes AI 52