Analyze Best Black Friday Deals with Langchain
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Leverage LangChain to analyze and uncover the best Black Friday deals. Gain insights on how AI can optimize decision-making during peak shopping seasons.
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!
What you’ll learn
- 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
- 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.
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