Our Machine Learning in Linux series focuses on apps that make it easy to experiment with machine learning.
Machine Learning extends in many directions. We’ve not covered neural networks in this series, so let’s rectify that. A neural network is a method in artificial intelligence that teaches computers to process data in a way that’s inspired by the human brain. It is a type of machine learning process, called deep learning, that uses interconnected nodes or neurons in a layered structure that resembles the human brain.
Google Translate is a popular multilingual neural machine translation service that translates text and websites from one language into another. How about a self-hosted open source alternative?
Argos Translate is state of the art neural machine translation software. It’s written in Python and published under an open source license. Argos Translate uses OpenNMT for translations and can be used as either a Python library, command-line, or GUI application.
Modern machine translation goes beyond simple word-to-word translation to communicate the full meaning of the original language text in the target language. It analyzes all text elements and recognizes how the words influence one another.
Installation
As we’ve explained in previous articles in this series, we don’t recommend using pip to install software unless it’s within a virtual environment. A good solution is to use a conda environment as it helps manage dependencies, isolate projects, and it’s language agnostic.
