ChatGPT: Data Science & Analysis with Python & ML Models
This article is a summary of a YouTube video "ChatGPT for Data Science and Data Analysis" by Code In a Jiffy
TLDR The video showcases the capabilities of Chat GPT in generating product data tables and analyzing heart attack datasets using Python and machine learning models, and also highlights the US government's new plan to combat climate change.
Chat GPT can generate a table of product data that can be queried for information.
AI can calculate highest and lowest product prices and provide SQL queries to retrieve them, as well as calculate the average product price.
Chat GPT mastered SQL code to join tables, calculate average product price per supplier, and retrieve top revenue products and sales employees using window functions and sub queries.
Import, treat, and analyze heart attack dataset in Python using pandas by presenting data types and summary statistics, and dropping duplicates.
Chat GPT created visualizations to analyze data sets and identify patterns using frequency plots, box plots, and heat maps.
No strong correlations found, but generating proportions may indicate valuable features for predicting output in categorical data.
Train a heart attack prediction model with an F1 score of 83% using SK Learns logistic regression model.
The US government has announced a new plan to combat climate change, including a goal of reducing greenhouse gas emissions by 50-52% by 2030.