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MATLAB
MATLAB is a data science and machine learning-based development toolkit that processes iterative formulas into computer-based processes. It is feature-packed, including tools that cater to designers, engineers, architecture into creating something powerful. The live editor displays changes made in real-time, and it can be used to check the result of code changes faster. The professionally built camera and software system enable hardware and data access to projects that are stored on the computer. MATLAB has a very different style of design, and some might find it consuming unnecessary power on laptop computers.
Top MATLAB Alternatives
- Protégé
- Sparkling Water
- scikit-learn
- DataRobot
- TensorFlow
- Gensim
- Salesforce Einstein
- OpenAI Gym
- Theano
- Apache Storm
- IBM Watson Studio
- Azure Machine Learning Studio
- Domino Data Lab
- Big Squid
- Plotly
Top MATLAB Alternatives and Overview
scikit-learn
scikit-learn is a machine learning software that is available to everyone as it is offered completely free of cost.
DataRobot
DataRobot is a reliable enterprise AI platform that allows you to automate all the processes for building, deploying, and maintaining AI at large scales.
TensorFlow
TensorFlow is an open-source library with functions that enable easy implementation of end-to-end machine learning models and datasets.
Gensim
Gensim was developed in 2008, when it served as a form of digital library where it gave results of articles that sounded similar to the searched article.
Salesforce Einstein
Using artificial intelligence and machine learning on processes, it increases customer satisfaction by switching guesswork...
OpenAI Gym
The software has been created in such a manner that it supports a wide variety...
Theano
The software program has been developed in such a way that it allows its users...
Apache Storm
This open-source tool is compatible with several operating systems and is designed to deliver the...
Azure Machine Learning Studio
This GUI-based integrated platform assists developers and data scientists throughout the development lifecycle and helps...
Domino Data Lab
It allows the data scientists to process a vast amount of information with its platform...
Big Squid
It offers to consult for executives and business stakeholders to make optimized decisions and reap...
MATLAB Review and Overview
There are very few tools that do interdisciplinary tasks that range from a variety of fields. Sometimes the tasks that require the use of third-party tools for extended functionalities come at a price. Such software is needed for many applications that require the use of data science. In addition, it requires simulating many real-life scenarios to make sure that the system is designed to work appropriately in such conditions. The MATLAB software suite serves as an all-in-one solution to development, simulation, and production of systems that include machine learning, artificial intelligence, and data science libraries.
Environment serving multiple tasks
MATLAB has built a professionally looking integrated development environment suitable for making different kinds of projects without leaving the software. The combination of essential libraries that facilitate the conversion of mathematical functions into programming libraries allows for the production of advanced applications. The included live editor ensures the efficient coding and real-time view of the output in the window. It successfully manages to combine output, scripting, and plaintext in a coding notebook like the view.
The toolboxes in MATLAB workspace are carefully tested and verified to work in different kinds of scenarios and ensures reliable virtual workspaces. It is designed in the way a person thinks about doing the project.
Interactive applications and scalability
It supports efficient scaling of projects and data analysis processes on multiple CPUs, clusters, and even on the cloud servers with very minimal source code modifications. This implies that architecture changes do not need significant changes in the codebase. Also, it minimizes memory management issues that pop up when using code developed on another machine due to compatibility issues.
MATLAB can show the interaction of different algorithms with the data provided by the end-users. As different algorithms process data in a method that may not be similar to other algorithms, it can find ways to discover the best among them. By understanding the best algorithm, MATLAB enables the development of programs that make the most of the system resources.
From Research to production
MATLAB provides solutions to create a production-ready code that can be directly deployed onto the cloud and enterprise system almost instantly. It can also work with data sources out of the box. The code can also run on embedded systems using on-the-fly conversion to C/C++ or HDL. It also supports CUDA architecture for graphics processing systems.
It allows us to be run as a Model-based Design by partnering with Simulink. It facilitates the real-time simulation of code and automatic generation of source code based on input scenarios. The system can also verify and test the working of embedded system code.
Company Information
Company Name: MathWorks
Founded in: 1984