Revolutionizing Implementation: Cutting-Edge Tools and Resources in Generative AI

Blessing Takawira, David Pooe

Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

Abstract

This chapter explores the transformative impact of advanced generative AI technologies across various domains. It delves into foundational theories and state-ofthe-art tools such as GANs, VAEs, and neural network architectures, highlighting their capabilities in generating high-quality data and their applications in healthcare, bioinformatics, manufacturing, and natural language processing. The chapter emphasizes the importance of strategic implementation, addressing challenges related to computational costs, data privacy, ethical considerations, and model interpretability. Furthermore, it emphasizes the necessity of strong ethical frameworks to guarantee the responsible and fair utilization of AI technologies. By providing insights into current advancements and future research directions, the chapter aims to guide effective implementation and foster innovation, demonstrating generative AI’s interdisciplinary nature and potential to revolutionize various sectors.

Original languageEnglish
Title of host publicationGenerative AI
Subtitle of host publicationDisruptive Technologies for Innovative Applications
Publisherwiley
Pages187-214
Number of pages28
ISBN (Electronic)9781394302932
ISBN (Print)9781394302901
DOIs
Publication statusPublished - 1 Jan 2025

Keywords

  • AI applications
  • Computational efficiency
  • Ethical AI
  • Generative AI
  • Implementation strategies
  • Neural networks
  • Transformers

ASJC Scopus subject areas

  • General Computer Science
  • General Social Sciences

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