闪电般的数据分析：使用 OpenAI Function Calling 构建 Data Analyst AI agent
Have you ever worked with a data analyst who never sleeps and needs no rest? Or one who can crunch numbers faster than you can say “pivot table”? If not, hold on to your seat because we are about to build just that! Today, we will be creating a data analyst AI agent for lightning-fast data analysis. Using OpenAI’s function calling, this AI automation can interpret your questions posed in plain English and give the desired outputs in seconds.
你是否曾与一位 数据分析师 合作过，他从不睡觉，也无需休息？或者比你说“数据透视表”还快地处理数字？如果没有，那就坐稳了，因为我们即将构建的正是这样的存在！今天，我们将创建一个用于闪电般快速数据分析的数据分析师 AI 智能体。借助 OpenAI 的 function calling，该 AI 自动化可以用通俗英语解读你的问题，并在几秒钟内给出所需输出。
If everything is set up as we imagine it to be, you can ask the agent questions such as “What were our top ranking products last quarter for a particular department?” or “Show me the correlation between marketing spend and sales.” In return, you will get instant and accurate answers with nifty charts. This is what OpenAI function calling, combined with OpenAI data analysis capabilities, can do for you.
如果一切都按我们设想的那样配置完成，你就可以向代理提出诸如“某个部门上季度排名靠前的产品有哪些？”或“向我展示营销支出与销售之间的相关性”等问题。作为回报，你将立即获得准确的答案，并附带精美的图表。这正是 OpenAI function calling 结合 OpenAI 数据分析能力所能为你带来的体验。
The problem that existed in the past with data thinking was that one had to know SQL. Higher-order thinking was needed to understand the complex nature of the data being analyzed. Or else, one had to spend several hours just going through various dashboards’ interfaces. Function Calling now allows us to create the AI agent to be a translational medium between human language and data instructions. Think of a translator who speaks fluently in `human’ and `database’!
过去数据思维面临的问题是，人们必须 懂 SQL。需要更高阶的思维才能理解所分析数据的复杂本质。否则，就只能花费数小时在各种仪表板界面之间来回切换。Function Calling 现在让我们能够创建 AI 代理，充当人类语言与数据指令之间的翻译媒介。把它想象成一位能流利说“人类语”和“数据库语”的翻译官！
The magic happens when the OpenAI language model chooses which function needs to be called upon based on your query in natural language. Ask about trends, and it would invoke a time-series analysis function. Request a comparison, and it wil...