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所在平台: Udemy |
课程主页: https://www.udemy.com/course/build-with-ai-python-frameworks-and-tools/
课程评论:没有评论
Coursera 上的《Build With AI: Python Frameworks and Tools》课程是一门面向希望学习如何构建人工智能应用,特别是使用 Python 的开发者和学生的课程。 **核心内容概览:** * **AI 基础概念:** 课程将涵盖检索增强生成(Retrieval Augmented Generation)、微调(Fine-tuning)、嵌入(Embeddings)以及 AI 原生向量数据库等关键 AI 概念。 * **Python 相关工具和框架:** 重点介绍如何利用 Gradio, Streamlit, Chainlit, FastHTML 等主流 Python Web 框架和工具来构建 AI 应用的界面。 * **AI Agents 的构建:** 学习使用 Phidata, PydanticAI, OpenAI Swarm, CrewAI 等易于使用的 Python 框架来创建 AI Agents。 * **API 集成:** 熟悉使用 OpenAI, Anthropic, Mistral, Meta AI, xAI 等知名 AI 模型的 API,用于创建 Agentic 应用、图像、视频/音频以及文本生成。 * **实践项目:** 通过跟随课程中的教程,学员将有机会将所学 AI 概念和工具应用于实际项目,加深理解。 * **目标:** 最终目标是让学员掌握构建 AI 应用的必备知识和技能,并熟悉多种 Python 库和 Web 框架。
AI is rapidly changing how we do everything, from learning how to code to building apps to solving complex problems. Over the past two years, I have been writing AI-related articles like "The 6 Best LLM Tools To Run Models Locally" on Medium and making AI content on YouTube. Many people, including students and developers, have asked me how to start building AI apps, specifically in Python. In this course, I will guide you in learning fundamental AI concepts (Retrieval Augmented Generation, Fine-tuning, Embeddings, AI-native Vector Databases) to build AI apps, agents, and chat interfaces for machine learning (ML) models using major Python APIs, frameworks, and tools.Join this course, and let's start building AI interfaces using Gradio, Streamlit, Chainlit, FastHTML, and more. You will discover and start creating AI agents with the best and easy-to-use Python frameworks like Phidata, PydanticAI, OpenAI Swarm, CrewAI, etc. You will also learn to use APIs for OpenAI, Anthropic, Mistral, Meta AI, and xAI for agentic app creation, image, video/audio, and text generation. By following all the tutorials in this course, you will understand the various concepts in AI and how to implement them in actual AI-related projects. In addition, you will be familiar with many Python-based libraries and web frameworks for creating AI apps.