You're reading from Mastering NLP from Foundations to LLMs

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Published inApr 2024

PublisherPackt

ISBN-139781804619186

Edition1st Edition

Concepts

Deep Learning

Authors (2):

Lior Gazit

Meysam Ghaffari

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Reviewing our use case – ML system design for NLP classification in a Jupyter Notebook

In this section, we will walk through a hands-on example. We will follow the steps we presented previously for articulating the problem, designing the solution, and evaluating the results. This section portrays the process that an ML developer goes through when working on a typical project in the industry. Refer to the notebook at https://colab.research.google.com/drive/1ZG4xN665le7X_HPcs52XSFbcd1OVaI9R?usp=sharing for more information.

The business objective

In this scenario, we are working for a financial news agency. Our objective is to publish news about companies and products in real time.

The technical objective

The CTO derives several technical objectives from the business objective. One objective is for the ML team: given a stream of financial tweets in real time, detect those tweets that discuss information about companies or products.

The pipeline

Let’s review...

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Mastering NLP from Foundations to LLMs

Published in: Apr 2024Publisher: PacktISBN-13: 9781804619186

Authors (2)

Lior Gazit

Lior Gazit is a highly skilled Machine Learning professional with a proven track record of success in building and leading teams drive business growth. He is an expert in Natural Language Processing and has successfully developed innovative Machine Learning pipelines and products. He holds a Master degree and has published in peer-reviewed journals and conferences. As a Senior Director of the Machine Learning group in the Financial sector, and a Principal Machine Learning Advisor at an emerging startup, Lior is a respected leader in the industry, with a wealth of knowledge and experience to share. With much passion and inspiration, Lior is dedicated to using Machine Learning to drive positive change and growth in his organizations.
Read more about Lior Gazit

Meysam Ghaffari

Meysam Ghaffari is a Senior Data Scientist with a strong background in Natural Language Processing and Deep Learning. Currently working at MSKCC, where he specialize in developing and improving Machine Learning and NLP models for healthcare problems. He has over 9 years of experience in Machine Learning and over 4 years of experience in NLP and Deep Learning. He received his Ph.D. in Computer Science from Florida State University, His MS in Computer Science - Artificial Intelligence from Isfahan University of Technology and his B.S. in Computer Science at Iran University of Science and Technology. He also worked as a post doctoral research associate at University of Wisconsin-Madison before joining MSKCC.
Read more about Meysam Ghaffari

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You're reading from Mastering NLP from Foundations to LLMs

Reviewing our use case – ML system design for NLP classification in a Jupyter Notebook

The business objective

The technical objective

The pipeline

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Authors (2)

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