Deep Learning for Natural Language Processing Hands-on Workshop

Details

Registration NEEDED at:
https://mldlbootcamp.eventbrite.com?discount=VALLEYML40
Early bird discount of 40% ends by June 30th.
Attendees can get IEEE PDH Certificate from IEEE Continuing Education.

This is one of the workshops in Machine Learning and Deep Learning Boot Camp, which is available to register as a complete course of 8 workshops and also as a custom package of individual workshops.

Entire Program schedule along with instructor bios can be downloaded here as a PDF. https://drive.google.com/file/d/1xjiqpf_w0sgHsoU-0NeTHMxCG02DlF-m/view?usp=sharing

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Instructors: Dr. Kiran Gunnam, Dr. Koji Seto, Dr. Osso Vahabzadeh

What you will learn / Topics that will be covered:
1. Intuitive Treatment
• Overview of Natural Language Processing and Deep Learning
• Vector representations of Words: word2vec
• Convolutional Neural Network (CNN)
• Recurrent neural networks (RNN)
• Long Short-Term Memory (LSTM) and Gated Recurrent Units (GRU)
• Recursive neural networks
• Deep Reinforcement Learning and Imitation Learning
• Applications: Sentence classification, Language modeling, Memory network, Machine translation
• Dynamic Memory Networks
• Transformer

2. In-depth Treatment
• Machine translation with LSTM and GRU
• Sentiment analysis with Recursive neural networks

3. Hands-on Practice
• Text Classification
• Machine Translation

4. Project
• Speech Recognition

Target Audiences:
Engineers, researchers, practitioners and students who are interested in deep learning and their implementations on GPUs in Natural Language Processing applications. This workshop will particularly benefit people who intend to build Natural Language Processing applications using deep learning techniques on top of a solid understanding of underlying algorithms.

Prerequisites:
Basic knowledge of Machine Learning, and familiarity with Python and Tensorflow basics

Upon completion of this course, you’ll be able to build Natural Language Processing applications using deep learning techniques to start solving real-world problems such as Language Translation and Question Answering.

Register at http://mldlbootcamp.eventbrite.com/?discount=VALLEYML40 for Early bird discount of 40%! Early bird tickets till June 30th.

The above link has an embedded discount code VALLEYML40 to get 40% discount. Early bird tickets (40% discount) last till the end of June.
Regular registration [https://mldlbootcamp.eventbrite.com?discount=VALLEYML25 ] (25% discount code VALLEYML25) period is from July 1st to August 22nd.
Late registration [https://mldlbootcamp.eventbrite.com/?aff=vml ] (no discount) starts from August 23rd.

Publicity Sponsors:
IEEE Signal Processing Society, Santa Clara Valley Chapter
ACM San Francisco Bay Area Chapter
Silicon Valley Engineering Council
Lehigh University
Z-Park Silicon Valley