MATLAB vs. NVIDIA RAPIDS

Engineering, mathematical modeling, and machine learning are all fields where MATLAB will shine. It's fast, reliable, and relatively easy to use. MATLAB is the de facto standard when it comes to producing high-quality plots. If you need to deal with large data sets, and not take forever processing them, MATLAB may very well be the tool for you!

Incentivized

NVIDIA RAPIDS is great for integrated and planned machine learning and deep learning journey. It is excellent if you have big data with defined processes to be improved and monitored. It is less effective if the project is continuously changed and the data are to be prepared and cleaned a lot and [in] many different ways.

Incentivized

• Has robust and easy-to-use debugging tools that can help one identify problems in one's codes.
• Rich, well-developed and efficient library of mathematical and statistical functions that one might need to develop models or perform statistical analysis.
• A very active online user community that is a great resource in terms of seeking help when you hit a snag.
• Great help literature (and sometimes videos too) on all tools making it possible for all to train themselves.

Incentivized

• Visualization
• Deep learning pipeline
• State of the art libraries

Incentivized

• MATLAB should have a full free version (without time limit) in order to be more accessible and thus have a greater user community.
• The idea of having toolboxes to work directly with hardware (microcontrollers, single-board computers) is great, but one can tell it isn't updated very frequently and there isn't as much documentation available as with more common resources.
• Our organization had a lot of trouble getting our network licenses to work properly and there wasn't any local service provider that could help us get it to work faster.

Incentivized

• Its not flexible and cost effective for all sizes of organizations.
• I appreciate it has hassle-free integration.

Incentivized

The best thing about MATLAB is the variety of research and development fields it supports. The reason for this rating is that it is best used for medical images enhancement and signal processing, it is also used for speech to text conversion. This tool server is best when the demand is for machine learning.

Incentivized

The built-in search engine is not as performing as I wish it would be. However, the YouTube channel has a vast library of informative video that can help understanding the software. Also, many other software have a nice bridge into MATLAB, which makes it very versatile. Overall, the support for MATLAB is good.

Incentivized

The commands and coding language of MATLAB reads a lot more in plain English as opposed to all the periods and other special characters that are needed when typing in Python or Java. Additionally MATLAB has several different function packages that can solve all different categories of problems so you don't have to make a bunch of different code scrips from scratch.

Incentivized

RAPIDS GPU accelerates machine learning to make the entire data science and analytics workflows run faster, also helps build databases and machine learning applications effectively. It also allows faster model deployment and iterations to increase machine learning model accuracy. The great value of money.

Incentivized

• MATLAB has made me a better coder. I can see the code behind inbuilt functions which helps me improve my own coding.
• The various features offered in the software helped me to understand new topics in a relatively short span of time.
• MATLAB has a rich forum and library which allows exchange of ideas and info with other users. This has certainly broadened my horizon.

Incentivized

• Hassle free integration.
• Top model accuracy.
• Reduce training time.

Incentivized