Achieve your goals faster with our ✨NEW✨ Personalized Learning Plan - select your content, set your own timeline and we will help you stay on track. Log in and Head to My Learning to get started! Learn more

Offered By: IBMSkillsNetwork

Analyze Best Black Friday Deals with Langchain

Use the power of LangChain and generative AI tools to get the best Black Friday deals! In this project, you’ll learn how to use and build a Pandas DataFrame Agent for finding the best deals. Discover how to scrape e-commerce platforms to collect data on top-rated products, save it in a structured format, and use LLM-powered analysis to uncover trends, insights, and actionable results. Perfect for beginner to intermediate developers and data analysts, this project is a quick and exciting way to dive into AI-driven data exploration—complete it in just 30 minutes!

Continue reading

Guided Project

Artificial Intelligence

4.6
(10 Reviews)

At a Glance

Use the power of LangChain and generative AI tools to get the best Black Friday deals! In this project, you’ll learn how to use and build a Pandas DataFrame Agent for finding the best deals. Discover how to scrape e-commerce platforms to collect data on top-rated products, save it in a structured format, and use LLM-powered analysis to uncover trends, insights, and actionable results. Perfect for beginner to intermediate developers and data analysts, this project is a quick and exciting way to dive into AI-driven data exploration—complete it in just 30 minutes!

Discover how to combine web scraping, data preprocessing, and advanced LLM-based analysis to uncover top Black Friday products. Learn to scrape and preprocess Amazon product data, then use LangChain and GPT-4o to build a Pandas DataFrame Agent for interactive data exploration. Discover how to identify top-rated products and analyze trends in prices and ratings with a focus on actionable insights. This project equips you with practical skills to combine data preparation and visualization, leveraging LangChain and generative AI to make deal discovery smarter, faster, and more efficient.

Whether you're a data enthusiast or a professional aiming to integrate AI into your analytics toolkit, this project offers a hands-on experience to bridge traditional data analysis with cutting-edge AI-driven tools.

What you'll learn

Upon completion of this project, you will:
  • Understand how to scrape structured data from web pages and preprocess it for analysis
  • Use Pandas to handle missing values, transform categorical and textual data, and engineer new features for analysis
  • Build a Pandas DataFrame Agent with LangChain and GPT-4, enabling natural language interaction with your dataset
  • Explore trends in ratings, prices, and other product attributes through visualizations using Matplotlib and Seaborn


What you'll need

To successfully complete this project, ensure you have:
  • A basic understanding of Python programming and familiarity with libraries such as Pandas and Matplotlib
  • An interest in working with AI tools and an eagerness to explore generative AI applications
  • A  web browser for accessing tools and executing code.

Estimated Effort

30 Minutes

Level

Beginner

Skills You Will Learn

AI Agent, Data Analysis, Generative AI, LLM, Python, Web Scraping

Language

English

Course Code

GPXX0PSEN

Tell Your Friends!

Saved this page to your clipboard!

Have questions or need support? Chat with me 😊