{"id":251657,"date":"2023-08-11T12:58:52","date_gmt":"2023-08-11T12:58:52","guid":{"rendered":"https:\/\/imarticus.org\/?p=251657"},"modified":"2024-06-28T06:43:10","modified_gmt":"2024-06-28T06:43:10","slug":"data-modelling-data-engineering-and-machine-learning","status":"publish","type":"post","link":"https:\/\/imarticus.org\/blog\/data-modelling-data-engineering-and-machine-learning\/","title":{"rendered":"Demystifying Data: A Deep Dive into Data Modelling, Data Engineering and Machine Learning"},"content":{"rendered":"

The worldly functions are now majorly changing with data usage. It has a wide spectrum of usage starting from the company's revenue strategy to disease cures and many more. It is also a great flagbearer to get targeted ads on your social media page. In short, data is now dominating the world and its functions.\u00a0<\/span><\/p>\n

But the question arises, what is data? Data primarily refers to the information that is readable by the machine, unlike humans. Hence, it makes the process easier which enhances the overall workforce dynamic.\u00a0<\/span><\/p>\n

Data works in various ways, however, it is of no use without data modelling, data engineering and of course, Machine Learning. This helps in assigning relational usage to data. These help in uncomplicating data and segregating them into useful information which would come in handy when it comes to decision making.\u00a0<\/span><\/p>\n

The Role of Data Modeling and Data Engineering in Data Science<\/span><\/h2>\n

Data modelling and data engineering are one of the essential skills of data analysis. Even though these two terms might sound synonymous, they are not the same.\u00a0<\/span><\/p>\n

Data modelling deals with designing and defining processes, structures, constraints and relationships of data in a system. Data engineering, on the other hand, deals with maintaining the platforms, pipelines and tools of data analysis.\u00a0<\/span><\/p>\n

Both of them play a very significant role in the niche of data science. Let's see what they are:\u00a0<\/span><\/p>\n

Data Modelling<\/b><\/h3>\n