Developing AI Applications

อัปเดตแล้ว 03/2569

Learn to create AI-powered applications with the latest AI developer tools, including the OpenAI API, Hugging Face, and LangChain.

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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.

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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
โบนัส
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
7
Developing AI Systems with the OpenAI API
Leverage the OpenAI API to get your AI applications ready for production.
Course
8
Introduction to Embeddings with the OpenAI API
Unlock more advanced AI applications, like semantic search and recommendation engines, using OpenAI's embedding model!
Project
โบนัส
Topic Analysis of Clothing Reviews with Embeddings
Analyze clothing reviews on an e-commerce platform to explore different topics and similarities among them.
Course
10
Developing LLM Applications with LangChain
Discover how to build AI-powered applications using LLMs, prompts, chains, and agents in LangChain.