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Data Architect: Role Description, Skills, Certifications and When to Hire

AltexSoft

It serves as a foundation for the entire data management strategy and consists of multiple components including data pipelines; , on-premises and cloud storage facilities – data lakes , data warehouses , data hubs ;, data streaming and Big Data analytics solutions ( Hadoop , Spark , Kafka , etc.);

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

Knowledge Hut

Skills A data engineer should have good programming and analytical skills with big data knowledge. A machine learning engineer should know deep learning, scaling on the cloud, working with APIs, etc. Examples Pull daily tweets from the data warehouse hive spreading in multiple clusters.

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Machine Learning Engineer vs Data Scientist - The Differences

ProjectPro

In that case, Data Science is a comparatively broader and generalist role than Machine Learning Engineer, which is quite a specialist role and, therefore, sees a lot more vacancies, according to Indeed. An essential skill for both the job roles is familiarity with various machine learning and deep learning algorithms.

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How to Become a Data Engineer in 2024?

Knowledge Hut

However, as we progressed, data became complicated, more unstructured, or, in most cases, semi-structured. This mainly happened because data that is collected in recent times is vast and the source of collection of such data is varied, for example, data collected from text files, financial documents, multimedia data, sensors, etc.