Code a Vision LLM Agent that plays GeoGuessr using your PC (GPT-4o, Claude 3.5, and Gemini 1.5)

preview_player
Показать описание
How to code an AI bot that plays autonomously the GeoGuessr game using Multimodal Vision LLMs that take screenshots of the game with Python + LangChain and auto click into the mini-map region taking control of the mouse (no human interaction needed!).

In this tutorial, we walk through the process of developing an AI bot for GeoGuessr, leveraging the power of advanced Vision Large Language Models (LLMs) like GPT-4o, Claude 3.5 Sonnet, and Gemini 1.5 Pro through their APIs. We start by conceptualizing the GeoGuessr AI Bot, detailing the workflow and the prompt instructions that guide the Vision LLM to analyze images, reason about the location, and output the latitude and longitude in a consistent format. Using Python and libraries like pyautogui and LangChain, we automate the process of taking screenshots, sending them to the LLM, and translating the predicted coordinates into pixel positions for the bot to click on the mini-map. We also learn how to introduce safely the API keys from OpenAI, Anthropic and Google AI Studio.

In the development section, we break down the bot's AI pipeline step-by-step. From setting up your Python environment and installing necessary libraries to creating a script for pixel coordinates calibration, we cover everything you need to get started. We also address the ethical considerations of using AI in GeoGuessr, emphasizing that this experiment is for educational purposes and should not be used to gain an unfair advantage in competitive modes. The video includes a detailed explanation of the GeoBot class, which handles the core logic of the bot, and a demonstration of the bot in action in both single-player and private party modes.

Join us as we explore the capabilities of Vision LLMs in geolocating street view images and learn how to build a sophisticated AI system from scratch. Whether you're a developer looking to enhance your skills or a GeoGuessr enthusiast curious about AI, this video has something for everyone. What's more, if you learn how to build this project, you will know how to build other similar ones like an AI Poker Bot or an LLM Bot to play many other games. Don't forget to like, subscribe, and hit the notification bell to stay updated with our latest content!

Disclaimer:

Sections:
00:00 - Intro
00:57 - Workflow overview and GeoGuessr Rules
3:17 - Project Setup, Python Libraries, env API Keys
26:10 - Testing the autonomous bot with Claude and GPT-4o
29:53 - Conclusion and next video spoiler

Subscribe to see more AI and ML programming related content! 🚀🚀

-------------------------------------------------------------

::::::::::::::::::::
Music: Dreams - Bensound
License code: PASTE YOUR OWN CODE

License code: PO1RJYZV0VBMKB5K
::::::::::::::::::::

@Google_DeepMind
@OpenAI
@geoguessr
@anthropic-ai
@LangChain

#GeoGuessr #AIBot #VisionLLM #Python #AITutorial #gpt4o #promptengineering #chatgpt #aiagents #automation #ai #llm #anthropicapi #openaiapi #geminiapi #llmapp #generativeai #aiportfolio
Рекомендации по теме