article thumbnail

Automate discovery of data relationships using ML and Amazon Neptune graph technology

AWS Big Data

The solution generates a list of data products, product attributes, and the associated probability scores to show join ability. We use Valentine, a data science algorithm for comparing datasets, to improve data product recommendations. The data science algorithm Valentine is an effective tool for this.

article thumbnail

Self-Service Data’s New Frontier: The Data Catalog

Alation

For ease of understanding the differences between all of the them Rita shared this visual, categorizing the vendors: So at least for now, it looks like we’re a self-service data prep vendor, which makes sense. Alation helps analysts find, understand and use their data. Back on the Ranch: Data Literacy Driven by Self-Service.

Insiders

Sign Up for our Newsletter

This site is protected by reCAPTCHA and the Google Privacy Policy and Terms of Service apply.

article thumbnail

MLOps and DevOps: Why Data Makes It Different

O'Reilly on Data

Similarly, it would be pointless to pretend that a data-intensive application resembles a run-off-the-mill microservice which can be built with the usual software toolchain consisting of, say, GitHub, Docker, and Kubernetes. Adapted from the book Effective Data Science Infrastructure. Data Science Layers.

IT 351
article thumbnail

What is DataOps? Collaborative, cross-functional analytics

CIO Business Intelligence

“For example, this style makes it more feasible for data scientists to have the support of software engineering to provide what is needed when models are handed over to operations during deployment,” Ted Dunning and Ellen Friedman write in their book, Machine Learning Logistics.

Analytics 127
article thumbnail

Manual Feature Engineering

Domino Data Lab

Many thanks to AWP Pearson for the permission to excerpt “Manual Feature Engineering: Manipulating Data for Fun and Profit” from the book, Machine Learning with Python for Everyone by Mark E. We discussed this as far back as Chapter 1 [in the book]. There is also a complementary Domino project available.

Testing 68
article thumbnail

Best BI Tools For 2024 You Need to Know

FineReport

Furthermore, these tools boast customization options, allowing users to tailor data sources to address areas critical to their business success, thereby generating actionable insights and customizable reports. Best BI Tools for Data Analysts 3.1 Key Features: Extensive library of pre-built connectors for diverse data sources.

article thumbnail

What is a Data Pipeline?

Jet Global

Data pipelines are designed to automate the flow of data, enabling efficient and reliable data movement for various purposes, such as data analytics, reporting, or integration with other systems. This can include tasks such as data ingestion, cleansing, filtering, aggregation, or standardization.