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And you need to show it sentences with good comma usage, so it learns how to fix comma mistakes when it finds them. If you want your AI to learn the patterns of proper comma usage, for example, you need to show it sentences with incorrect commas, so it can learn what a comma mistake looks like. In Grammarly’s case, that data may take the form of a text corpus-a huge collection of sentences that human researchers have organized and labeled in a way that AI algorithms can understand.
The first step is choosing high-quality training data for your system to learn from. As with kids, if you want your AI system to grow up to be helpful and functional, you need to be careful about what you expose it to and how you intervene when it gets things wrong. Kids learn how to behave by watching the people around them and by positive or negative reinforcement. AIs are kind of like children in that way. (By the way, if you’re already an expert in these areas, our team of researchers and computational linguists is looking to expand.) The Care and Feeding of Grammarly’s AIĪn important part of building an AI system is training it. Natural language processing is a branch of AI that involves teaching machines to understand and process human language (English, for instance) and perform useful tasks, such as machine translation, sentiment analysis, essay scoring, and, in our case, writing enhancement.
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Human language has many levels at which it can be analyzed and processed: from characters and individual words through grammatical structures and sentences, even paragraphs or full texts. Grammarly’s AI system combines machine learning with a variety of natural language processing approaches. Machine learning, for example, is a particular methodology of AI that involves teaching an algorithm to perform tasks by showing it lots of examples rather than by providing a series of rigidly predefined steps.
AI systems achieve this through different techniques. A Quick Peek Under the Hoodīroadly speaking, an artificial intelligence system mimics the way a human would perform a task. Grammarly’s products are powered by an advanced system that combines rules, patterns, and artificial intelligence techniques like machine learning, deep learning, and natural language processing to improve your writing. Actually, if you thought “robots” you’re in the right territory.
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