Natural Language Processing in Artificial Intelligence - Codeup #5 - PayU
11 likes15,526 views
The document discusses natural language processing (NLP) as a key component of Artivatic Data Labs' AI platform, which uses deep learning and cognitive science to enhance decision-making and user interaction. It outlines NLP's significance in simplifying communication between users and computing systems, applications in various industries, and challenges such as ambiguity and text summarization. The document emphasizes the potential of NLP to analyze user behavior and improve information accessibility from large datasets.
Natural Language Processing in Artificial Intelligence - Codeup #5 - PayU
- 1. Natural Language Processing in AI By Artivatic Data Labs Pvt. Ltd. This confidential document is legal property of Artivatic Data Labs Private Limited.
- 2. Today's agenda Introduction Framework Applications Challenges This confidential document is legal property of Artivatic Data Labs Private Limited.
- 3. ● Artivatic is a genomic science based – B2B technology platform – That helps enterprises and developers to enable ● Automated personalized prediction ● Recommendation ● Pro-active decision making in real time. ● We focus on advanced – Deep Learning – Inbuilt data intuitive Cognitive Science – Cross Industry connected Data Genome technologies ● We use NLP to analyse the behaviour of the user from social media information like facebook posts, tweets etc. What Does Artivatic Do? This confidential document is legal property of Artivatic Data Labs Private Limited.
- 4. Intoduction To NLP Natural Language Processing (NLP) refers to AI method of communicating with an intelligent system using a natural language such as English, Spanish, Hindi etc. The goal of natural language processing is to allow non- programmers to obtain useful information from computing systems or give commands to the computing system using natural languages which they may speak or write. There is a vast store of information recorded in the Natural Language that could be accessible via computer system. This confidential document is legal property of Artivatic Data Labs Private Limited.
- 5. Components of NLP Natural Language Understanding Mapping the given input in natural language into useful representations. Natural Language Generation Producing meaningful phrases and sentences in the form of natural language from some internal representation This confidential document is legal property of Artivatic Data Labs Private Limited.
- 6. A Real World Problem faced by Artivatic ● Understand a Job Resume ● Match it with a Job Description ● Rank the resumes based on relevance ● Rank the resumes based on capability This confidential document is legal property of Artivatic Data Labs Private Limited.
- 7. NLP Frameworks Lexical Analysis Syntactic Analysis Semantic Analysis Discourse Integration Pragmatic Analysis This confidential document is legal property of Artivatic Data Labs Private Limited. I am interested in Java and have 5 year experience in it.
- 8. Importance of NLP NLP helps to make communication and handling easy between the user and computer system. Help to understand large social data available on the internet. Improve the efficiency and accuracy of documentation, and identify the most pertinent information from large databases. This confidential document is legal property of Artivatic Data Labs Private Limited.
- 9. Application Machine Translation Industry Financial markets Summarization B.P.O. and Support Industry News and Article generation Sector This confidential document is legal property of Artivatic Data Labs Private Limited.
- 10. Challenges ● Ambiguity – Lexical ambiguity ● Treating the word “board” as noun or verb? – Syntactical ambiguity ● “He lifted the beetle with red cap” ● Did he use cap to lift the beetle or he lifted a beetle that had red cap? – Referential ambiguity ● Rima went to Gauri. She said, “I am tired.” ● Exactly who is tired? This confidential document is legal property of Artivatic Data Labs Private Limited.
- 11. ● Phrases / Idioms – “A perfect storm” ● The worst possible situation ● Connecting language and machine perception ● Sentence generation ● Text summarization ● Keyword extraction Challenges This confidential document is legal property of Artivatic Data Labs Private Limited.
- 12. Thank You. Write to us: [email protected] Visit Us: Artivatic Data Labs Private Limited 25 & 26, 2nd Floor, AVS Compound, 80 Feet Road, Koramangala 4th Block, Bangalore -34 Website: www.Artivatic.com This confidential document is legal property of Artivatic Data Labs Private Limited.