stockmarketpredictions

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stockmarketpredictions

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Educational predictions on stock market with Tensorflow.js sequential RNN with LSTM layers on a React web App.

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# Elegant and for real stock predictions App with Tensorflow.js

## Introduction

Predictions made on Amazon stock market (fresh data until 2022-02-03) with Tensorflow.js. But you can download freshened up data :)

Check out this app in live [stockmarketpredictiocvxl0lfn-smpfront.functions.fnc.fr-par.scw.cloud](https://stockmarketpredictiocvxl0lfn-smpfront.functions.fnc.fr-par.scw.cloud)

## Table of contents

- [Motivations](#motivations)
- [Getting started](#getting-started)
  - [Requirements](#requirements)
  - [Start in dev mode](#start-in-dev-mode)
  - [Start in production mode](#start-in-production-mode)
    - [With Node.js](#with-nodejs)
    - [With Docker](#with-docker)
- [Must know about the app](#must-know-about-the-app)
  - [Import daily data from Yahoo Finance](#import-daily-data-from-yahoo-finance)
  - [Continuous Integration and Continuous Delivery](#continuous-integration-and-continuous-delivery)
- [Notes](#notes)

## Motivations

Just wanna spend my time using Tensorflow.js :)
Data come from the free API [alphavantage.co](https://www.alphavantage.co/query?function=TIME_SERIES_DAILY_ADJUSTED&symbol=AMZN&outputsize=full&apikey=NOKEY)

![alt text](https://raw.githubusercontent.com/tomtom94/stockmarketpredictions/master/src/screenshot.png)

## Getting started

Clone the repo

```git
git clone https://github.com/tomtom94/stockmarketpredictions.git
```

```git
cd stockmarketpredictions
```

### Requirements

Node.js version v16.3.0 minimum (because we need to use the [js optional chaining operator](https://node.green/#ES2020)). Hopefully you got `nvm` command already installed (best way to install node), hence just do

```nvm
nvm use
```

it's gonna use the `.nvmrc` file with v16.20.0

### Start in dev mode

```npm
npm install
```

Run dev mode with

```npm
npm run dev
```

it's gonna start an hot dev middleware with an express server ;) ready to work `http://localhost:3000`

### Start in production mode

#### With Node.js

```npm
npm install
```

Run build mode with

```npm
npm run build
```

it's gonna build in `dist/`

Then run in production mode

```npm
npm run start
```

;) it's gonna start the only one SSR express server out of the box for internet `http://localhost:3000` or environment port used.

#### With Docker

```docker
docker build -t stockmarketpredictions .
```

```docker
docker run -p 80:80 stockmarketpredictions
```

Then open `http://localhost:80`

## Must know about the app

You better use a good search engine like [Qwant.com](https://qwant.com), don't use Google. please.

### Import daily data from Yahoo Finance

You can run any company stock market you want, just download it yourself from Yahoo Finance.

In order to do so choose your own ticker for example CGG company in France, from this page https://fr.finance.yahoo.com/chart/CGG.PA open your browser console, click 5A to display 5 years of data. Then copy the gross json result from the api call into the texte area in the web page, click Submit Yahoo Data button.

![alt text](https://raw.githubusercontent.com/tomtom94/stockmarketpredictions/master/src/yahooFinance.png)

The screenshot above will help you do the job.

### Continuous Integration and Continuous Delivery

When pushing or merging on master branch, you can trigger Github Actions with a commit message that includes `#major`, `#minor` or `#patch`.

Example of commit message in order to start a deployment :

```git
git commit -m "#major this is a big commit"
```

```git
git commit -m "#patch this is a tiny commit"
```

## Notes

If ever you wanna brainstorm, download my resume you are gonna find my phone number

- [thomasdeveloper-react.com](https://www.thomasdeveloper-react.com)

stockmarketpredictions

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