Mastering Generative AI: Foundations to Advanced Application

所在平台: Udemy

课程主页: https://www.udemy.com/course/mastering-generative-ai-foundations-to-advanced-application/

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课程简介

**课程名称:** 精通生成式AI:从基础到高级应用 **课程概述:** 本课程专为AI爱好者、数据科学家及希望深化生成式AI专业知识的专业人士设计。课程内容广泛,涵盖文本、图像和音频的生成、分析与修改。学员将通过 LangChain、Llama Index和Hugging Face等前沿框架,掌握检索增强生成(RAG)、图像分类、向量嵌入及模型微调等核心生成式AI技术。 课程将引导学员了解如何设置实际的“护栏”,确保模型对齐,并在单个应用程序中管理多个大型语言模型(LLMs)。每个模块都结合理论与实践项目,帮助学员将所学技能应用于实际任务,例如文档分析、通过自然语言与SQL数据库交互及分析,以及声音克隆。 完成本课程后,学员将具备设计、部署和创新生成式AI的能力,能够跨行业和应用利用其全部潜力,并在快速发展的技术环境中开发具有影响力的AI驱动解决方案。

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The Generative AI Mastery: This comprehensive course is crafted for AI enthusiasts, data scientists, and professionals looking to deepen their expertise in Generative AI. Covering a wide range of AI capabilities, it guides learners through building, refining, and evaluating AI systems capable of generating, analyzing, and modifying text, images, and audio. Using cutting-edge frameworks such as LangChain, Llama Index, and Hugging Face, students will gain hands-on experience with core Generative AI techniques, including Retrieval-Augmented Generation (RAG), image classification, vector embeddings, and model fine-tuning.Throughout the course, you'll explore how to set practical guardrails, ensure model alignment, and manage multiple large language models (LLMs) within a single application. Each module combines theory with hands-on projects, helping students put their skills to work on real-world tasks. Projects include document analysis, interacting with and analyzing SQL databases via natural language, and voice cloning. These projects, along with advanced multimodal exercises, will solidify your understanding of AI's practical applications. By course completion, you'll be equipped with the skills to design, deploy, and innovate in the field of Generative AI, allowing you to harness its full potential across diverse industries and applications, and empowering you to develop impactful AI-driven solutions in today's fast-evolving tech landscape.

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