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Data Science & ML Tools For People From Non-Programming Background To Handle Projects
Being an interdisciplinary field, Data Science incorporates applications of Statistics, Programming, Computer Science, Machine Learning & AI to accurately interpret with Big Data. Everyone must clearly understand that programming is an integral part of Data Science. Programming languages like Python & R are having several packages & distinct libraries that support the execution of data analysis operations on Big Data. For instance, most of the Data Scientists rely on Python & programming to execute Data Mining & web Scrapping operations.
Apart from the core technical skills, professionals who are having skills in coding & who can understand programming logic, loops and functions have a very good chance of getting hired as a Data Scientist. However, if you are coming from a non-programming background, then there’s nothing to worry about. There are several advanced tools in Data Science & Machine Learning technologies that would help you in executing the data analysis operations on Big Data without the need to code explicitly. These tools provide user-friendly GUI (Graphical User Interface) which help in developing quality machine learning models with just little coding.
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List Of Tools For Non-Programmers:
Now, let’s look at the list of popular tools in Data Science & Machine Learning to handle Data Science projects for people with little coding knowledge.
List Of Data Science & Machine Learning Tools For Non-Programmers:
- Rapid Miner
This is an advanced tool in Data Science that helps in managing the entire life-cycle of prediction modeling. The Graphical User Interface in Rapid Miner will be very similar to Matlab Simulink. The best part about using Rapid Miner is that it supports users with a number of predefined blocks that function just like plug and play devices. You Using these blocks, users can connect to a large variety of algorithms & handle them without writing any single line of code.
It is the best automated tool in Machine Learning platform developed by Kagglers. Using DataRobot, you bring the business knowledge and data, & rest of the process will be taken care of by DataRobot.
Using MLBase users can easily apply Machine Learning solutions to solve large scale problems. THE best part about MLBase is that it is open-source in nature.
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