Introduction to AI-Enhanced Data Analysis
Explore the future of AI with Data Science, ChatGPT, Agents, and Data Analysis for better decisions.
The Future of Data Analysis
I love doing Data analysis, don’t get me wrong. But what if it can be enhanced? Or better automated? So this journey has started with a bold question: What If Data Analysis Didn’t Need You Anymore? But no, no. There should be a driver in the driver’s seat, which will be us. In this article, you and I will explore how AI automates/enhances Data Analysis. And trust me, it is not as hard as you think!
Getting Started with AI-Enhanced Data Analysis
In this dataset, we are going to use this data project. 5 years ago, you should have downloaded the dataset, read it with pandas, and explored it by using codes like this.
import pandas as pd
df = pd.read_csv("/Users/learnai/Downloads/LiveLongerData (1).csv")
df.head()Here is the output.
Understanding the Data
What about the column names? Let’s see.
df.info()Here is the output. Good, but outdated.
Developing an AI Agent
What about developing an AI agent empowered with ChatGPT? Trust me, it is not too complicated. Just paste the code I’ll give you. First, let’s install these libraries.
pip install langchain-openai
pip install langchain_experimental.agents
pip install pandas openaiGood, now you are good to go.
Conclusion
AI-enhanced data analysis is not as hard as you think. With the help of ChatGPT and AI agents, you can automate and enhance your data analysis tasks. Whether you want to explore a new dataset or develop an AI agent, the possibilities are endless.
FAQs
Q: What is AI-enhanced data analysis?
A: AI-enhanced data analysis is the use of artificial intelligence and machine learning to automate and enhance data analysis tasks.
Q: Do I need to be an expert in coding to use AI-enhanced data analysis?
A: No, you don’t need to be an expert in coding to use AI-enhanced data analysis. With the help of libraries like langchain and openai, you can easily get started.
Q: Where can I learn more about AI-enhanced data analysis?
A: You can learn more about AI-enhanced data analysis on platforms like Towards AI and Medium.
