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Building highly accurate NLP models by providing for contextual understanding

Sat, 23 Nov 2019 11:00AM - 1:00PM
Rs 500
119 people viewed this event.
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Please Note

  • The early bird tickets are prized INR500 and are available until 11 pm on 21st November. After that, the price will be INR600.

  • We have a special discount for students. Email a copy of your student id to avail the same

About the speaker:

Arun Chakravarthy Ilangovan, Leading the People Analytics Division at Fidelity

  • He has also been a Senior Manager with Data Science Labs at Matrimony
  • Here he applied machine learning and/or statistical techniques to develop models/algorithms that increased in C2C interaction metrics
  • He also developed a recommendation algorithm for matchmaking which has won the Nasscom Award and Data Quest Award. This has been featured in the ET CIO magazine

About Fidelity:

  • Fidelity Investments is one of the leading firms in investment management in the US.
  • Fidelity has also received an accolade as ‘Triangle Business Journal’s Best Places to Work’

What will be covered:

  • Basic understanding of vectors and language models (BERT, ELMO, etc)
  • Why word vectors need to be context-based
  • Word Embeddings and how to use CNN's
  • Importance of understanding context in NLP
  • Pitfalls of a plain vanilla neural network in NLP
  • SEQ2SEQ and Attention mechanisms

Case Studies

  • Provisioning of context by language models
  • How deep learning (beyond word vectors) help answer context in natural language models

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Map & Directions

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Animaker Edveon Technologies, 3rd floor Elnet software city building, Tharamani, Chennai, Tamil Nadu 600113, India
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