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{"id":2694,"date":"2022-06-02T10:08:03","date_gmt":"2022-06-02T10:08:03","guid":{"rendered":"https:\/\/www,worldrealestatenetwork.com\/wordpress\/?p=2694"},"modified":"2022-08-05T18:59:59","modified_gmt":"2022-08-05T18:59:59","slug":"machine-learning-nlp-text-classification","status":"publish","type":"post","link":"https:\/\/www.worldrealestatenetwork.com\/wordpress\/2022\/06\/02\/machine-learning-nlp-text-classification\/","title":{"rendered":"Machine Learning Nlp Text Classification Algorithms And Models"},"content":{"rendered":"Consider the above images, where the blue circle represents hate speech, and the red box represents neutral speech. By selecting the best possible hyperplane, the SVM model is trained to classify hate and neutral speech. The truth is, natural language processing is the reason I got into data science. I was always fascinated by languages and how they evolve based on human experience and time. I wanted to know how we can teach computers Algorithms in NLP<\/a> to comprehend our languages, not just that, but how can we make them capable of using them to communicate and understand us. Natural language processing has already begun to transform to way humans interact with computers, and its advances are moving rapidly. The field is built on core methods that must first be understood, with which you can then launch your data science projects to a new level of sophistication and value.<\/p>\nWith NLP, machines can make sense of written or spoken text and perform tasks including speech recognition, sentiment analysis, and automatic text summarization. The next task in natural language processing is to check whether the given sentence follows the grammar rule of a language. Machine learning and Deep learning algorithms like the random forest and the recurrent neural network has been successfully used implemented for this task. Machine learning algorithms like K- nearest neighbor have been used for implementing syntactic parsers as well.<\/p>\n
Natural Language Processing With Python<\/h2>\n
Word embeddings play a significant role in shaping the information sphere and can aid in making consequential inferences about individuals. Job interviews, university admissions, essay scores, content moderation, and many more decision-making processes that we might not be aware of increasingly depend on these NLP models. NLP is used to understand the structure and meaning of human language by analyzing different aspects like syntax, semantics, pragmatics, and morphology. Then, computer science transforms this linguistic knowledge into rule-based, machine learning algorithms that can solve specific problems and perform desired tasks. As with the processing task of the natural language machine learning and deep learning algorithms have played a very important role in almost all of the applications of natural language processing. NLP is used to analyze text, allowing machines to understand how human\u2019s speak. NLP is commonly used for text mining, machine translation, and automated question answering.<\/p>\n
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