Is NLP (Natural language processing) Ruling the world?

What does NLP mean?

       NLP stands for natural language processing is a field of Artificial intelligence & computer science that is concerned with the interaction between computers and humans in natural language.

   I.e NLP uses an algorithm & models that enable computers to understand, interpret, generate, and manipulate human languages.

What are the main TASKS performed by NLP?

     

Sentimental analysis:- 

     Process of classifying the emotional intent of the text.

Machine translation:- 

     Automates translation between different languages.

Named entity recognition:- 

     Aims to extract entities in a piece of text into predefined categories.

Spam detection:- 

     To classify emails as either spam or not.

Grammatical error correction:-

    Models encode grammatical rules to correct grammar within text.

Topic modeling:- 

     Unsupervised text mining task that takes a corpus of documents & discovers abstract topics within that corpus.

Natural language generation:-

     Produces text that's similar to human-written text.

Autocomplete:-

    Predicts what word comes next.

Information retrieval:-

     Find the most relevant documents required for the query.

Summarization:

      Shortening text to highlight the most relevant information.

Question answering:-

     Deals with answering questions posed by humans in a natural language.

Does NLP be the best carrier choice in this digital world 🌎 

     Yeah, sure NLP is the best choice for carrier buildup nowadays NLP is getting more scope as we have the following opportunities

NLP Data scientist:- Analyzing & interpreting NLP data.

NLP consultant:- Providing expertise in NLP to organizations & businesses.

NLP researcher:-   conducting Research on NLP technique &  algorithm

NLP engineer:- Designing & implementing NLP systems and models.

ML engineer:- Designing and deployment of various ML models including NLP.

Advantages of NLP:-

•Offer immediate customer service.

•Save time and money

•Moderate user-generated content

•Boost your conversion rate

•Improve end-user experience

•Increase employee satisfaction

•Rank higher in search

Disadvantages of NLP:- 

• Data scarcity

• Linguistic diversity

• Evaluation metrics

• Ethical and social issues

• Don't have a user interface

• It is not fully reliable I.e it may be dependable.

Conclusion:

    Natural Language Processing is the practice of teaching machines to understand and interpret conversational inputs from humans. NLP based on Machine Learning can be used to establish communication channels between humans and machines. Although continuously evolving, NLP has already proven useful in multiple fields. The different implementations of NLP can help businesses and individuals save time, improve efficiency and increase customer satisfaction.