My First Kaggle AI Project: Movie Query System Walkthrough

Welcome to my first YouTube video! 🎉 I’m Mehran, and in this video, I walk you through my Gen AI Intensive Course Capstone 2025Q1 project: a Movie Query System built for Kaggle. Learn how I used Google’s Gemini AI and SentenceTransformer to answer questions like “Who directed The Shawshank Redemption?” or “What are similar movies to The Godfather?” From data cleaning to AI prompt engineering, I’ll break down every step of my Python notebook.

🔍 What’s inside:
- Cleaning a movie dataset with pandas
- Creating text embeddings for movie similarities
- Using Gemini AI to parse natural language queries
- Visualizing data with a heatmap
- Tips for Kaggle and AI beginners

Read the full blog post for more details: https://medium.com/@mehranism/my-first-kaggle-adventure-building-a-movie-query-system-for-the-gen-ai-intensive-course-capstone-3164fc7a45c6

Check out my code on GitHub: https://github.com/mehranism

Follow me on Kaggle: https://www.kaggle.com/mehranism

💬 Drop a comment with your thoughts or questions! Like and subscribe for more AI and coding adventures. #Kaggle #AI #Python

Timestamps:
0:00 Intro
0:32 Project Overview
1:10 Setup & Imports
1:46 API Configuration
2:16 Data Preprocessing
2:53 Embeddings Generation
3:24 Visualization
3:49 Similarity Functions
4:16 Query Functions
4:53 AI Query Parsing
5:21 User Query Handling

Thanks for watching! 🚀

Видео My First Kaggle AI Project: Movie Query System Walkthrough канала Mehran