nlp final
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Its started off as a part of Artificial intelligence. NLP is challenging , but its been widely researched for future application which will have human touch.TRANSCRIPT
Outline What is NLP?Why Study NLP?Why are language technologies needed?Future expectationApplication areasHow NLP works?Interesting processes by NLPTools we need
What is Natural Language Processing?Natural Language Processing
Processing of Human generated language. Also known as Computational Linguistics (CL),
Human Language Technology (HLT), Natural Language Engineering (NLE)
Can machines understand human language?Define ‘understand’Understanding is the ultimate goal. However,
one doesn’t need to fully understand to be useful.
What does it need?
Analyze, understand and generate human languages just like humans do.
Applying computational techniques to language domain.
Started off as a branch of Artificial Intelligence..
Borrows from Linguistics, Psycholinguistics, Cognitive Science & Statistics.
Make computers learn our language rather than we learn theirs.
Why Study NLP?A hallmark of human intelligence.Text is the largest repository of human
knowledge and is growing quickly.emails, news articles, web pages, IM, scientific
articles, insurance claims, customer complaint letters, transcripts of phone calls, technical documents, government documents, patent portfolios, court decisions, contracts, ……
Are we reading any faster than before?
Why are language technologies needed?Many companies would make a lot of money if
they could use computer programmes that understood text or speech. Just imagine if a computer could be used for: answering the phone, and replying to a question understanding the text on a Web page to decide
who it might be of interest to translating a daily newspaper from Japanese to
English (an attempt is made to do this already) understanding text in journals / books and
building an expert systems based on that understanding
Future ExpectationsShow me Star Trek..?? (Talk to your TV set)Will my computer talk to me like another human ??Will the search engine get me exactly what I am
looking for??Can my PC read the whole newspaper and tell me the
important news only..??Can my palmtop translate what that Japanese lady is
telling me.. ??Ahhh.. Can my PC do my English homework ??Do you know how our brain processes language ??
Dreams??
Application areasText-to-Speech & Speech recognitionNatural Language Dialogue Interfaces to Databases Information Retrieval Information ExtractionDocument ClassificationDocument Image AnalysisAutomatic SummarizationText Proofreading – Spelling & GrammarMachine TranslationStory understanding systemsPlagiarism detectionCan u think of anything else ??
How NLP works
NLP Processes
Excellent-Team-To train-Testing ADJ - NOUN- VERB- ADV
Named entity recognition (NER) Named entity recognition (NER)
Part –of-speech(POS) Part –of-speech(POS)
PERSON ORG LOC
Raj from TCS applied for Pune Java position
Sentimental Analysis Sentimental Analysis Candidate has good technical knowledge
Poor communication skills
Word sense disambiguation (WSD) Word sense disambiguation (WSD) I need new batteries for my mouse
Information Extraction (IE) Information Extraction (IE) You have been shortlisted for F2F round
Question Asking ? Question Asking ? What is a hiring strategy of IT firms for 2014? Why HR ask question like Tell me about your
self?
ABC acquired by XYZ yesterday ABC Has been taken over by
XYZ
Paraphrase Paraphrase
Summarization Summarization Good stability Experience in core
technology Immediate joining
Roll out an offer
Challenging issues
Tools we needKnowledge about language Knowledge about the worldA way to combine knowledge sourcesProbabilistic model built from natural
language.
Thank you