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Project: Algorithmic Trading Simulator

Open 1233jhiggyugyuigiy opened this issue 1 year ago • 11 comments
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Project Name

Algorithmic Trading Simulator

Description

RAG is a sophisticated Python-based trading simulator designed to help users test and analyze algorithmic trading strategies using historical data. This project focuses on implementing and evaluating a moving average crossover strategy on simulated stock price data. RAG offers a practical tool for understanding trading algorithms, financial analysis, and data visualization.

Features:

Historical Data Simulation: Generates realistic simulated stock prices to create a controlled environment for strategy testing. Trading Strategy Implementation: Utilizes a moving average crossover strategy to generate buy and sell signals based on the simulated data. Performance Metrics: Calculates key performance metrics, such as total return and portfolio value, to evaluate the effectiveness of the trading strategy. Visual Analytics: Provides detailed visualizations of stock prices, moving averages, trading signals, and portfolio performance to facilitate data-driven decision-making. Components:

Data Generation: Produces simulated stock price data to mimic market conditions. Trading Strategy: Applies a moving average crossover technique, where buy and sell signals are generated based on the interaction between short-term and long-term moving averages. Backtesting: Simulates trading activity using the strategy, tracking performance metrics like portfolio value over time. Visualization: Uses Matplotlib to plot stock price trends, moving averages, trading signals, and portfolio value, helping users understand the strategy's impact visually.

Technology & Languages

  • [ ] JavaScript
  • [ ] Java
  • [ ] .NET
  • [X] Python
  • [ ] AI Studio
  • [ ] AI Search
  • [ ] PostgreSQL
  • [ ] Cosmos DB
  • [ ] Azure SQL

Project Repository URL

https://github.com/1233jhiggyugyuigiy/Sajjad-Project-Rag

Deployed Endpoint URL

No response

Project Video

https://github.com/1233jhiggyugyuigiy/Sajjad-Project-Rag/blob/main/RAG.mp4

Team Members

Muhammad Sajjad Faisal

1233jhiggyugyuigiy avatar Sep 13 '24 16:09 1233jhiggyugyuigiy

Very hopeful to at least achieve something

1233jhiggyugyuigiy avatar Sep 13 '24 16:09 1233jhiggyugyuigiy

Did you close on purpose?

pamelafox avatar Sep 13 '24 16:09 pamelafox

I didn't it by mistake actually I was trying to submit the project can you help me do it

On Fri, Sep 13, 2024, 9:25 PM Pamela Fox @.***> wrote:

Did you close on purpose?

— Reply to this email directly, view it on GitHub https://github.com/microsoft/RAG_Hack/issues/86#issuecomment-2349332497, or unsubscribe https://github.com/notifications/unsubscribe-auth/A52WNZWY3A2OINIHO7XPXBTZWMGWXAVCNFSM6AAAAABOFV5ZDGVHI2DSMVQWIX3LMV43OSLTON2WKQ3PNVWWK3TUHMZDGNBZGMZTENBZG4 . You are receiving this because you modified the open/close state.Message ID: @.***>

1233jhiggyugyuigiy avatar Sep 13 '24 16:09 1233jhiggyugyuigiy

Okay, re-opening, you're all set!

pamelafox avatar Sep 13 '24 16:09 pamelafox

Is it submitted?

On Fri, Sep 13, 2024, 9:54 PM Pamela Fox @.***> wrote:

Okay, re-opening, you're all set!

— Reply to this email directly, view it on GitHub https://github.com/microsoft/RAG_Hack/issues/86#issuecomment-2349420542, or unsubscribe https://github.com/notifications/unsubscribe-auth/A52WNZQNF3GHE2YYJJH72LLZWMKGHAVCNFSM6AAAAABOFV5ZDGVHI2DSMVQWIX3LMV43OSLTON2WKQ3PNVWWK3TUHMZDGNBZGQZDANJUGI . You are receiving this because you modified the open/close state.Message ID: @.***>

1233jhiggyugyuigiy avatar Sep 13 '24 19:09 1233jhiggyugyuigiy

Yes, this is considered your submission.

pamelafox avatar Sep 13 '24 19:09 pamelafox

Hello @1233jhiggyugyuigiy, thank you for participating in RAG Hack!

The team is working hard to distribute badges. Please have each team member fill out this form: aka.ms/raghack/badge-dist

Thank you!

multispark avatar Oct 23 '24 01:10 multispark

Any updates on badges

On Wed, Oct 23, 2024, 6:29 AM Josh Oh @.***> wrote:

Hello @1233jhiggyugyuigiy https://github.com/1233jhiggyugyuigiy, thank you for participating in RAG Hack!

The team is working hard to distribute badges. Please have each team member fill out this form: aka.ms/raghack/badge-dist

Thank you!

— Reply to this email directly, view it on GitHub https://github.com/microsoft/RAG_Hack/issues/86#issuecomment-2430613721, or unsubscribe https://github.com/notifications/unsubscribe-auth/A52WNZRNLWHJH2BYQTI6JRTZ433YDAVCNFSM6AAAAABOFV5ZDGVHI2DSMVQWIX3LMV43OSLTON2WKQ3PNVWWK3TUHMZDIMZQGYYTGNZSGE . You are receiving this because you were mentioned.Message ID: @.***>

1233jhiggyugyuigiy avatar Nov 03 '24 14:11 1233jhiggyugyuigiy

We have closed the form, and we are working on distribution now.

multispark avatar Nov 05 '24 19:11 multispark

What is the status now ?

On Wed, Nov 6, 2024, 12:50 AM Josh Oh @.***> wrote:

We have closed the form, and we are working on distribution now.

— Reply to this email directly, view it on GitHub https://github.com/microsoft/RAG_Hack/issues/86#issuecomment-2458030408, or unsubscribe https://github.com/notifications/unsubscribe-auth/A52WNZWI3TKS5MBTXENSJB3Z7EOSBAVCNFSM6AAAAABOFV5ZDGVHI2DSMVQWIX3LMV43OSLTON2WKQ3PNVWWK3TUHMZDINJYGAZTANBQHA . You are receiving this because you were mentioned.Message ID: @.***>

1233jhiggyugyuigiy avatar Nov 17 '24 18:11 1233jhiggyugyuigiy

Hello, we are working on getting the badges distributed. There have been some technical difficulties.

multispark avatar Nov 25 '24 21:11 multispark