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Data Science vs. Artificial Intelligence vs. Machine Learning

In the present age of Big Data, data management technologies like Data Science, Artificial Intelligence, Machine Learning & Deep Learning have gained a lot of prominence. If you are interested in knowing how exactly these technologies differ from each other, then you have come to the right place. In this blog post, we are going to explain to you how Data Science, Artificial Intelligence & Machine Learning technologies differ.

What Is Exactly Data Science?

Data Science is one of the most distinguished technologies currently used for effective Big Data management & analytics operations.  Data Science relies on advanced Machine Learning algorithms & scientific methodologies & statistical models to interpret with large volumes of structured & unstructured formats of data & to extract insights from them accurately.

The data analysis operations in Data Science also rely on the coding applications of Python or R programming languages. The data analysis process in Data Science involves the following sequence of steps.

  • Business Understanding
  • Data Exploration
  • Data Preparation
  • Data Modeling
  • Data Evaluation
  • Model Deployment

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What Is Artificial Intelligence?

Ai is an advanced concept in Computer Science that delivers machines or computer systems with the ability to analyze, learn & evolve from the data. Deep Learning is an advanced concept in AI that works towards providing machines far more superior abilities of communication & human-like interactions with the help of neural networks.

What Is Machine Learning?

Machine Learning can be interpreted as a subset of Artificial Intelligence that relates to the study of algorithms & statistical models. The advanced algorithms in Machine Learning can train the machines to perform complex tasks independently without human involvement. 

Advanced algorithms in Machine Learning technology include

  • Supervised Machine Learning Algorithms
  • Unsupervised Machine Learning Algorithms
  • Reinforcement Machine Learning Algorithms  

Now, How Does Data Science Relate To AI Machine Learning & Deep Learning?

Simply explaining this, the term Data Science is an all-inclusive term that comprises of different aspects that involve AI & Machine Learning technologies. The inclusion of these technologies in Data Science has given us Predictive Analytics that helps us in making accurate predictions about an event by analyzing the relevant data.