Enroll Course: https://www.udemy.com/course/llm-apps/
The buzz around ChatGPT and Large Language Models (LLMs) like GPT-3.5 and GPT-4 is undeniable. While chatbots are the most common application, the potential of LLMs extends far beyond simple conversations. This Udemy course, “ChatGPTのAPIで5つのアプリを作ってみよう！JSON生成、属性抽出、独自文書Q & A、SQL生成、AIエージェント” (Let’s Build 5 Apps with ChatGPT API! JSON Generation, Attribute Extraction, Q&A for Your Documents, SQL Generation, AI Agent), dives into these broader applications.
The course focuses on practical implementation, guiding you through building five distinct applications using the ChatGPT API and the user-friendly Python web framework, Streamlit. These applications showcase the versatility of LLMs:
1. **JSON String Generation:** Create applications that generate structured data, like a recipe generator.
2. **Attribute Extraction:** Learn to automatically tag blog posts or extract key information from text.
3. **Q&A on Custom Documents:** Build a system that can answer questions based on your own documents, such as PDFs.
4. **Natural Language to SQL:** Convert plain English queries into executable SQL statements.
5. **AI Agent:** Develop an AI assistant for tasks like schedule management.
What you’ll learn is the practical application of the ChatGPT API beyond conversational interfaces, with a hands-on approach using Streamlit for rapid web app development. The course also offers a brief introduction to popular frameworks like LangChain and LlamaIndex.
It’s important to note what the course *doesn’t* cover: building basic chatbots, in-depth explanations of LangChain or LlamaIndex, or building production-ready systems. The primary goal is to broaden your understanding of LLM applications and inspire your own innovative ideas.
Recent updates have kept the course current, addressing issues like Zapier NLA deprecation, errors in `init_sqlite`, model updates for image generation, `RateLimitError`, and errors when using LlamaIndex. The addition of a new AI Agent section further enhances its value.
If you’re looking to move beyond basic ChatGPT interactions and explore the real-world potential of LLMs in building diverse applications, this course is a highly recommended starting point.
Enroll Course: https://www.udemy.com/course/llm-apps/