Stock-Market-Prediction

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Stock-Market-Prediction

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This project aims to predict future values on the stock market for a stock using projections with facebook prophet.

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# Stock Market Prediction

This solution is based on linear regression to predict the value of a stock on the stock exchange.

Click here to read my article about it on Medium: [Predição de ações na bolsa de valores com Python e Facebook Prophet](https://medium.com/@lucasdiogodasilva/predi%C3%A7%C3%A3o-de-a%C3%A7%C3%B5es-na-bolsa-de-valores-com-python-e-facebook-prophet-64c6c154b176)

## Type of application
  Jupyter Notebook

## Built With
- [Python 3.10](https://www.python.org/)
- [Pandas](https://pandas.pydata.org/)
- [Prophet](https://facebook.github.io/prophet/)
- [Plotly](https://plotly.com/)
- [Yahoo Query](https://pypi.org/project/yahooquery/)
- [Pandas TA ](https://github.com/twopirllc/pandas-ta)

## Getting Started

1 - For you to run the notebook, you need to have [Jupyter](https://jupyter.org/) installed on your computer or access it in the cloud.

2 - You need to have installed the following packages

- [Pandas](https://pandas.pydata.org/)
- [Prophet](https://facebook.github.io/prophet/)
- [Plotly](https://plotly.com/)
- [Yahoo Query](https://pypi.org/project/yahooquery/)
- [Pandas TA ](https://github.com/twopirllc/pandas-ta)

3 - Just run It

## About the project

This is an experimental example about how to make stock market predictions using linear regression and is working in progress for improvements.

### What is stock market?

The stock market refers to public markets that exist for issuing, buying, and selling stocks that trade on a stock exchange or over-the-counter. Stocks, also known as equities, represent fractional ownership in a company, and the stock market is a place where investors can buy and sell ownership of such investible assets. An efficiently functioning stock market is considered critical to economic development, as it gives companies the ability to quickly access capital from the public.

### What is linear regression

Linear Regression is the supervised Machine Learning model in which the model finds the best fit linear line between the independent and dependent variable i.e it finds the linear relationship between the dependent and independent variable.

### Goal

In this project we will try to predict or get as close as possible to the value of a stock for data not yet observed.

![newplot (2)](https://user-images.githubusercontent.com/44218496/157891077-1edd3b67-08e8-4663-956c-518d3c19e03d.png)

## References

- [Exponential Moving Average](https://www.investopedia.com/terms/e/ema.asp)
- [Yahoo Finance](https://finance.yahoo.com/)
- [What is stock market](https://corporatefinanceinstitute.com/resources/knowledge/trading-investing/stock-market/)
- [Linear Regression](https://en.wikipedia.org/wiki/Linear_regression)

Stock-Market-Prediction

Stock-Market-Prediction Latest Version Download

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