Introduction to Dataset, Task, and Using GenAI

Overview

Questions

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Objectives

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Introduction

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Challenge

Challenge 1: Entering a prompt to generate code

Enter into your LLM:

We want to write a python script that loads file
data.csv into a variable for further analysis.

Give me a hint

Your output may differ from the output for other people.

Example Output

OUTPUT

import pandas as pd

# Load the CSV file into a DataFrame
data = pd.read_csv("data.csv")

# Now 'data' holds your dataset with column names from the first row
print(data.head())   

Challenge

Challenge 2: what is the code you got doing?

• which packages does it use?
• which data type is used?

Challenge 3: Refine the prompt to ensure package pandas is used

Show me the solution

Key Points

• interact with an AI to generate code to use for their data analysis
• Read to understand code generated by their prompt
  
• interact with an AI to get explanations