NLP (Natural Language Processing)

NLP

NLP has diverse applications across industries, including sentiment analysis, text classification, machine translation, question-answering systems, speech recognition, and text generation.

Conversational AI and chatbots

NLP drives computer programs that translate text from one language to another, respond to spoken commands, and summarize large volumes of text rapidly—even in real time.
Like - Text to text generation, content creation, theme estimation, sentiment analysis, spam detection, virtual assistance

Sentiment Analysis

Analyze the sentiment(behavior) of users to the particular topic/entity. In the education sector how much efficient a student write, can talk?
It is a way to get an idea about the user’s behavior and mental health to the entity whether he thinking positive, negative, or neutral.
Example - Social media trend topic analysis, political activity, a person’s behaviour to another person.

Speech to text conversation

Toolkit is CMU Sphinx which is an open-source toolkit used for speech recognition, it also has a lightweight recognizer library called Pocketsphinx which will be used to recognize the speech. This library is a great resource especially when you are offline as when you have internet access you should prefer Google API with speech recognition due to higher precision. Recognize our voice, it takes a waveform and then splits it according to utterances by silence then traverses and tries to find out what is being said in each utterance for accomplishing this task it takes all possible combinations of words and try to match them with audio choosing the best matching combination.

FAQs

What is NLP, and where is it used?

NLP is a field of AI that focuses on the interaction between computers and human language. It is used in applications like chatbots, sentiment analysis, and machine translation.

What are some NLP challenges?

Challenges include language understanding, context interpretation, and handling diverse languages.

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