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Developing AI Applications

更新时间 2026年3月
Learn to create AI-powered applications with the latest AI developer tools, including the OpenAI API, Hugging Face, and LangChain.
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PythonArtificial Intelligence21 小时40,272

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学习路径描述

Developing AI Applications

Embark on your quest to develop awe-inspiring user-facing systems and applications using the latest AI developer tools. In this track, you'll learn about the latest techniques for developing state-of-the-art AI systems underpinning the latest generation of chatbots, search engines, and recommendation systems.You'll master using OpenAI's GPT and Whisper models via the OpenAI API for text analysis, creating chatbots, and transcribing and translating audio. Discover how the latest prompt engineering techniques, like multi-step, chain-of-thought (CoT), and self-consistency prompting, can be used to level up the output from your models.Use the Hugging Face Hub and the transformers library to access and use open-source models for a variety of natural language processing (NLP) tasks. Build a solid foundation for responsible AI practices by learning how to develop AI systems ethically, with data privacy as a core focus.Discover how LangChain can be used to unify the AI development landscape under a single, unified syntax, so you can tie together large language models (LLMs) from different providers, vector databases, and data from various sources.

先决条件

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  • Course

    1

    Working with the OpenAI API

    Start your journey developing AI-powered applications with the OpenAI API. Learn about the functionality that underpins popular AI applications like ChatGPT.

  • Project

    额外

    Planning a Trip to Paris with the OpenAI API

    Use OpenAI's powerful API to answer questions about tourist attractions in Paris.

  • Course

    3

    AI Ethics

    Explore AI ethics focusing on principles, fairness, bias reduction, and trust in AI design.

  • Course

    4

    Prompt Engineering with the OpenAI API

    Dive deep into the principles and best practices of prompt engineering to leverage powerful language models like ChatGPT to solve real-world problems.

  • Course

    5

    Working with Hugging Face

    Navigate and use the extensive repository of models and datasets available on the Hugging Face Hub.

  • Course

    6

    Introduction to Data Privacy

    Gain a clear understanding of data privacy principles and how to implement privacy and security processes.

  • Course

    10

    Developing LLM Applications with LangChain

    Discover how to build AI-powered applications using LLMs, prompts, chains, and agents in LangChain.

Developing AI Applications
8 课程
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