Do you know about the difference between Data Science and Artificial Intelligence(AI)?

Do you know about the difference between Data Science and Artificial Intelligence?

Last updated:4/5/2021 3:07:01 AM

1 Answers

Rahul Roi
Rahul Roi

Difference between Data Science and Artificial Intelligence

Factors

Data Science Artificial Intelligence
Scope Involves various underlying data operations  Limited to the implementation of ML algorithms
Type of Data Structured and Unstructured Standardized in the form of embeddings and vectors
Techniques Data Science will involve many different methods of statistics. Artificial Intelligence will use algorithms in computers to solve the problem
Tools R, Python, SAS, SPSS, TensorFlow, Keras, Scikit- Learn Scikit-Learn, Kaffe, PyTorch, TensorFlow, Shogun, Mahout
Applications Advertising, Marketing, Internet Search Engines Manufacturing, Automation, Robotics, Transport, Healthcare

The Hierarchy of Needs in Data Science

Where we know that Artificial Intelligence is a part of Data Science, Now we will discuss the six different hierarchy of needs in Data Science:

First Step: Artificial Intelligence and Deep Learning

Second Step: The A/B Testing, Experimentation, and Simple ML Algorithms

Third Step: The Analytics, Metrics, Segments, Aggregates, Features, and Training Data

Fourth Step: The Cleaning, Anomaly Detection, and Prep

Fifth Step: The Reliable Data Flow, Infrastructure, Data Pipelines, ETL, Structured and Unstructured Data Storage

Sixth Step: The Instrumentation, Logging, Sensors, External Data, and User Generated Content

Answer