AIFLX

Library / Artificial Intelligence

Applied Generative AI and Natural Language Processing

On Udemy

About this course

Join my comprehensive course on Natural Language Processing (NLP). The course is designed for both beginners and seasoned professionals. This course is your gateway to unlocking the immense potential of NLP and Generative AI in solving real-world challenges. It covers a wide range of different topics and brings you up to speed on implementing NLP solutions.

Course Highlights:

  • NLP-Introduction
  • Gain a solid understanding of the fundamental principles that govern Natural Language Processing and its applications.

Basics of NLPWord EmbeddingsTransformers

Apply Huggingface for Pre-Trained Networks

Learn about Huggingface models and how to apply them to your needs

Model Fine-TuningSometimes pre-trained networks are not sufficient, so you need to fine-tune an existing model on your specific task and / or dataset. In this section you will learn how.

Vector Databases

Vector Databases make it simple to query information from texts. You will learn how they work and how to implement vector databases.

Tokenization

Implement Vector DB with ChromaDBMultimodal Vector DBOpenAI APIOpenAI with ChatGPT provides a very powerful tool for NLP. You will learn how to make use of it via Python and integrating it in your workflow.

Prompt Engineering

Learn strategies to create efficient prompts

Advanced Prompt EngineeringFew-Shot Prompting

Chain-of-ThoughtSelf-Consistency Chain-of-ThoughtPrompt ChainingReflectionTree-of-ThoughtSelf-Feedback

Self-Critique

Retrieval-Augmented GenerationRAG TheoryIm

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