article thumbnail

Hadoop vs Spark: Main Big Data Tools Explained

AltexSoft

A powerful Big Data tool, Apache Hadoop alone is far from being almighty. It also provides tools for statistics, creating ML pipelines, model evaluation, and more. Spark core engine, data structures, and libraries are available via developer-friendly APIs. Hadoop limitations. Small file problem.

article thumbnail

?Data Engineer vs Machine Learning Engineer: What to Choose?

Knowledge Hut

Factors Data Engineer Machine Learning Definition Data engineers create, maintain, and optimize data infrastructure for data. In addition, they are responsible for developing pipelines that turn raw data into formats that data consumers can use easily. Assess the needs and goals of the business.

article thumbnail

How to Become an Azure Data Engineer? 2023 Roadmap

Knowledge Hut

The demand for data-related professions, including data engineering, has indeed been on the rise due to the increasing importance of data-driven decision-making in various industries. Becoming an Azure Data Engineer in this data-centric landscape is a promising career choice.