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Mastering NLP from Foundations to LLMs

You're reading from  Mastering NLP from Foundations to LLMs

Product type Book
Published in Apr 2024
Publisher Packt
ISBN-13 9781804619186
Pages 340 pages
Edition 1st Edition
Languages
Concepts
Authors (2):
Lior Gazit Lior Gazit
Profile icon Lior Gazit
LinkedIn
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.
See other products by Lior Gazit
Meysam Ghaffari Meysam Ghaffari
Profile icon Meysam Ghaffari
LinkedIn
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.
See other products by Meysam Ghaffari
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Table of Contents (14) Chapters

Preface Chapter 1: Navigating the NLP Landscape: A Comprehensive Introduction Chapter 2: Mastering Linear Algebra, Probability, and Statistics for Machine Learning and NLP Chapter 3: Unleashing Machine Learning Potentials in Natural Language Processing Chapter 4: Streamlining Text Preprocessing Techniques for Optimal NLP Performance Chapter 5: Empowering Text Classification: Leveraging Traditional Machine Learning Techniques Chapter 6: Text Classification Reimagined: Delving Deep into Deep Learning Language Models Chapter 7: Demystifying Large Language Models: Theory, Design, and Langchain Implementation Chapter 8: Accessing the Power of Large Language Models: Advanced Setup and Integration with RAG Chapter 9: Exploring the Frontiers: Advanced Applications and Innovations Driven by LLMs Chapter 10: Riding the Wave: Analyzing Past, Present, and Future Trends Shaped by LLMs and AI Chapter 11: Exclusive Industry Insights: Perspectives and Predictions from World Class Experts Index Other Books You May Enjoy

Index

As this ebook edition doesn't have fixed pagination, the page numbers below are hyperlinked for reference only, based on the printed edition of this book.

A

activation function 145

exponential linear unit (ELU) 146

hyperbolic tangent (tanh) function 146

layer 147

Leaky ReLU 146

rectified linear unit (ReLU) function 146

sigmoid function 145

softmax function 146

AdaBoost 74

advanced LangChain configurations and pipelines, applying

paid LLM (OpenAI's GPT) and free LLM (from Hugging Face), selecting between 222, 223

QA chain, creating 223

required Python libraries, installing 222

advanced methods, using with chains

element of memory, inserting 225-227

LLM, used for answering questions 224

output structure, requesting 224

AllenNLP 91

Amatriain, Xavier

insights, on NLP and LLMs 281, 294, 295

Amazon Machine Images (AMIs) 215

Amazon SageMaker 215

anomaly detection 81

artificial intelligence...

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Published in: Apr 2024 Publisher: Packt ISBN-13: 9781804619186
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Authors (2)

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Profile icon Lior Gazit
LinkedIn
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
See other products by Lior Gazit
Profile icon Meysam Ghaffari
LinkedIn
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
See other products by Meysam Ghaffari
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