Will AI Replace Data Science?

 Artificial Intelligence(AI) has made creative advancements across various fields like education, industries, hospitals by requiring human intelligence. We are using AI more than we realise, from chatting on our phones  to making large decisions in the business. There are various fields that are deeply impacted by AI which includes Data Science, a conventional  field to study data to find patterns ,make predictions and make better decision making. People showing interest in learning this field, many are searching for a Data Science Course in Chennai to begin their careers. In this blog, we will see what data science does and how AI replaces it.

What can AI do in Data Science?

Nowadays AI can do many tasks that data scientists used to do with their hands. That means,

  • For cleaning and preparing the Data:

  •     The data that we use must need a bit of cleaning up. It can be removing errors or compressing it into the right format.

  •     AI can automatically detect the wrong data and organize the data.

  • For choosing the models:

  •     Machine Learning Models like Decision Trees, Random Forests, Neural Networks are used  for choosing the models.

  •     Suggestions Can be made by AI for what we try to predict or what kind of data can be used. AI can give better results to the user by comparing the different types of models.

    

  • To test and tune those models:

  •     The models have to be tested and adjusted to gain a better performance.

  •    The model can be tested with different AI settings called hyper parameters to choose the combination.

  •   The method to improve the model’s accuracy without human interference is called Tuning.

    

  • Developing the reports and Charts:

  • After testing and tuning, the data have to be developed as reports or charts that can be visualized in an understandable format to the people.

  • AI can create dashboards, reports, charts by saving time for data Scientists.        


Tools like Google AutoML, DataRobot can clean the data, organize data, choose the models, test and generate charts and reports. Though AI can use many tools like this, it can’t think like a Data Scientist.

AI’s incapabilities:

  • AI can't understand the difference between our business goals and that of others.

  • Data Science is first about asking the right questions which humans can only do and AI can't do that on its own .

  • AI can make biased or unfair models based on the predefined programming in it, while data scientists make sure things are made properly or not.

  • It can’t think from outside the box  or creatively explore the scenarios like humans do.

The future: Data Science And AI

AI is evolving as a powerful tool or an assistant in the Data Science Process. It can clean the data faster, generate models quickly and guide us to visualize the reports and results, while the Data Scientists can handle the creativity, decision making and problem solving.  You might be a student, or a professional, or a job seeker, join Data Science Training in Chennai and get hands-on practice too. If you think for the future, this is the right time to get into Data Science and learn how the AI tools are being used in Data Science. Don't make AI take control over you, learn how to control AI and work with it. Get to know how to build your future Career with Data Science

Conclusion:

The Future of Data Science lies in the combination of Data Science and Artificial Intelligent(AI). The AI is not replacing Data Science or Data Scientists, it is used to support and speed up the process. AI can automate many tasks while it needs human support for critical thinking, decision making for the businesses. If you want to build your skill in Data Science, join FITA Academy to kickstart your Data Science Career.



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