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Machine learning

You might haven’t thought of it, but a great variety of tasks is successfully resolved with machine learning (ML). To name a few:

How is it actually done? Unlike under algorithmic approach when we program a machine on certain actions directly, when we perform ML, we teach a computer to get the desired output, and it generates this output. Experts opt for machine learning implementation in case programming a machine on certain actions doesn’t seem to be easy or reasonable.

What opportunities does ML open?

ML is mostly held with neural networks algorithm. A neural network (NN) resembles a network of neurons in our brain to some extent.

How does it operate? As an input, some kind of sample is shown to a NN. As an output, a NN should produce a result that possesses the characteristics of the shown sample. By comparing the result received and the result that is wanted, a network is «taught».

The most common task for NNs is data classification. Having a large data set as an input assures better results. Email filtering is one of classification samples.

One more popular task is object recognition. Examples include recognition of faces, handwriting, speech, etc.

What programming tools allow implementing ML in software projects?

Many programmers write algorithms for machine learning in Java. There are Java based libraries for such purposes. To name a few: Weka, Deeplearning4, ELKI, Massive Online Analysis (MOA).

Python is also a good fit for projects involving ML. Useful libraries are written in this language – Tensorflow, Theano, Scikit-learn are among them.

A NN can be implemented without libraries as well. However, our experts would say it is much better to work with reliable libraries. Torch library is one more useful instrument for this.

Our team loves solving complex task and utilizing the latest technologies. Clients from all over the world entrusted ISS Art with more than 500 projects development.

If you have challenging tasks that involve machine learning implementation in Java (or any other suitable language), reach out to us! Together we’ll find a solution.

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