Applied Generative AI and Natural Language Processing with Python: Master the Dynamics of NLP with Advanced Techniques and Real-World Applications

Gollnick

Bert Gollnick

NZ$160.99

3 (1 Ratings)

Video Apr 2024 9hrs 20mins 1st Edition

Gollnick

Bert Gollnick

NZ$160.99

3 (1 Ratings)

Video Apr 2024 9hrs 20mins 1st Edition

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Key benefits

Comprehensive coverage from basic to advanced NLP techniques.
In-depth exploration of modern machine learning frameworks.
Application of theory to real-world scenarios in a structured learning path.

Description

Delve into the expansive field of Natural Language Processing (NLP) through a structured journey that starts with the basics and advances to complex real-world applications. Begin by setting up your development environment, understanding essential tools, and getting familiar with the course resources. As you progress, you will explore foundational NLP techniques like text classification and sentiment analysis, and learn to manipulate and analyze text data effectively. The course emphasizes practical application, guiding you through the creation and management of vector databases, and the implementation of state-of-the-art models like Huggingface's Transformers. The curriculum includes detailed sections on innovative NLP strategies such as prompt engineering and chain-of-thought reasoning, equipping you with the skills to tackle advanced problems in text processing. Each concept is broken down into comprehensible modules, ensuring you can build and fine-tune machine learning models that enhance the capabilities of NLP applications. By the end of this course, you'll have mastered the tools and techniques to not only execute complex NLP tasks but also to implement these solutions effectively in your professional projects, contributing to your growth as a data-driven decision-maker in the tech industry.

Who is this book for?

This course is designed for individuals who have a basic understanding of Python programming and are looking to deepen their knowledge in NLP and AI. Ideal for technical professionals aiming to apply machine learning models to text data and develop AI-driven applications.

What you will learn

Set up an NLP-ready environment with necessary tools and libraries.
Utilize Huggingface's Transformers for state-of-the-art text processing.
Develop proficiency in managing and querying vector databases.
Fine-tune and deploy machine learning models for custom NLP tasks.
Apply pre-trained models for text classification, entity recognition, and more.
Master advanced NLP techniques like prompt engineering and chain-of-thought prompts.

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