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NextMOVE - Personalized Chess Training Assistant

Team

Background

Leading Chess Grand Masters prepare for their Chess matches by working with a team of other top Chess Grand Masters. A team collects and studies all the past games of each opponent from the Chess database. Match preparation requires advanced opponent-specific personalized training plans.

Objective

NextMOVE is an effort to build a Personalized Chess Training Assistant. For opponent-specific preparation, their past games can be uploaded to this Assistant. Next moves for each board position can be predicted based on each player’s style and tendencies.

Pre-requisites

S.No. Sofware/tool Description
1 Python Python 3.x
2 Open AI Create an account in Open AI. Generate an Open AI API key
3 MongoDB Atlas Vector search Create an account in MongoDB Atlas. Create a cluster and a database instance. Get the connection string to connect to the MongoDB database

Tech stack

  • Python
  • OpenAI
  • MongoDB Atlas Search
  • LangChain
  • LLM
  • Streamlit

Architecture

NextMOVE Architecture

Image courtesy: https://www.mongodb.com/library/ai-resource/building-ai-retrieval-augmented-generation

Control Flow

NextMOVE Control flow

App screenshots

!NextMOVE_screenshot_1](https://github.com/datariders/projects/blob/main/NextMOVE/docs/NextMOVE_screenshot_1.png?raw=true "NextMOVE_screenshot_1")

NextMOVE_screenshot_2

NextMOVE_screenshot_3

NextMOVE_screenshot_4

NextMOVE_screenshot_5

projects's People

Contributors

dataridershub avatar arivolispark avatar

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