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Natural Language Processing Workshop: Boston and Online

QuantUniversity LLC

Thursday, June 14, 2018 at 9:30 AM - Friday, June 15, 2018 at 4:30 AM (EDT)

Natural Language Processing Workshop: Boston and Online

Ticket Information

Ticket Type Sales End Price Fee Quantity
VIP Package (1 Ticket + Archived recording + 1 hr consulting with Sri) Jun 15, 2018 $999.00 $0.00
Regular Ticket Jun 15, 2018 $899.00 $0.00
Affiliate ticket
For members of ARPM, BSAS, CFA Institute and QWAFAFEW or for students who have attended prior QuantUniversity workshops (including the ODSC NLP seminar in May 2018)
Jun 15, 2018 $799.00 $0.00
Academic ticket
For full-time students currently registered at a degree-granting universities, academics, post-docs. IDs will be checked at the door
Jun 15, 2018 $499.00 $0.00
Online streaming
Online streaming access with access to labs
Dec 29, 2018 $399.00 $24.30

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Event Details

Interest in Neural networks is growing with many areas from image recognition to speech processing reporting impressive results. Applications in Natural language processing with Neural networks have found multiple applications. With advances in software and hardware technologies, and interest in AI based applications growing, it is time to understand neural networks applied to natural language processing better!

In this workshop, we will discuss the basics of neural networks and natural language processing and discuss how neural approaches differ from traditional natural language modeling techniques with practical applications.

What you will learn:

Natural Language Processing and Neural Network Basics

Understand the basic concepts of NLP, traditional NLP models and Neural Networks. Know the key terminologies and technologies that are used for processing text data.

Key NLP techniques and Neural Network models

  • Learn key NLP techniques including text tokenization, word embeddings (word2vec, Glove).
  • Learn key Deep Neural techniques and using RNNs and Encoder-Decoder networks for text processing.

Guided case studies, exercises and applications

Through hands-on exercises and case studies, learn how Neutral Networks can be used in various NLP applications using Keras with a Tensorflow backend

The Program

Module 1: Basics of NLP

  • Natural Language Processing Basics
  • Key challenges when processing text
  • Syntax and Semantics
  • Text pre-processing: Tokenization, Lemmatization, Stemming
  • Language Modeling
  • N-Grams, Bag-of-words, Word embeddings; Word2vec, Glove

Exercise: Working with Edgar data in Python

Module 2: Neural Networks

  • Introduction to deep neural networks
  • Introduction to Keras and Tensorflow
  • MLPs, CNNs, RNNs, Encoder Decoders
  • Building a Deep Neural Network with pre-trained word embeddings
  • RNNs for translation, sentiment detection and other text applications

Exercise: Neural Networks Lab

Module 3: NLP applications

  • Designing NLP Applications
  • Where do you get the Data
  • Edgar, StockTwits, Twitter
  • Potential applications:
    • Text Summarization
    • Chatbots
    • Question-Answering
    • Sentiment analysis
    • Document Classification

Exercise: Illustrations on various NLP techniques using Python

Module 4: Case studies

  • Pipelines for NLP
    • Data Pre-processing
    • Feature Extraction
    • Model Selection
    • Model Deployment
  • Case study 1: Sentiment Analysis in Keras
  • Case study 2: Text Summarization using Encoder-Decoder models
  • Frontier Topics
  • Future of NLP applications

Exercise: Guided Lab

See additional details and sample slides at www.AnalyticsCertificate.com/NLP

Instructor:

Sri Krishnamurthy, CFA, CAP is the founder of QuantUniversity.com, a data and quantitative analysis company and the creator of the Analytics Certificate program (www.analyticscertificate.com). He has more than fifteen years of experience in analytics, quantitative analysis, statistical modeling and software development and has worked at Citigroup, Endeca, MathWorks and with more than 50 customers in the financial services and energy industries. Sri has trained more than 1000 students in quantitative methods, analytics and big data at QuantUniversity and at Babson College, Northeastern University and Hult International Business school.

Contact us for sponsorship opportunities

Note: 
All Sales Final. No exchanges or refunds will be offered
Have questions about Natural Language Processing Workshop: Boston and Online? Contact QuantUniversity LLC

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When & Where


Boston, MA

Thursday, June 14, 2018 at 9:30 AM - Friday, June 15, 2018 at 4:30 AM (EDT)


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Organizer

QuantUniversity LLC

QuantUniversity offers customized training courses and workshops for professionals. Visit us at www.analyticscertificate.com to know more

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