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https://github.com/react-declarative/brainjs-cryptocurrency-trend
Cryptocurrency ML price prediction. Ready for connection to any crypto exchange to trade with limit orders
https://github.com/react-declarative/brainjs-cryptocurrency-trend
binance binance-api brainjs convolutional-neural-networks easy-to-use gpt-3 kucoin kucoin-api lightweight-charts ml neural-network react realtime recurrent-neural-networks rxjs trading trading-bot tradingview websocket
Last synced: 24 days ago
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Cryptocurrency ML price prediction. Ready for connection to any crypto exchange to trade with limit orders
- Host: GitHub
- URL: https://github.com/react-declarative/brainjs-cryptocurrency-trend
- Owner: react-declarative
- License: mit
- Created: 2023-04-17T17:53:31.000Z (over 1 year ago)
- Default Branch: main
- Last Pushed: 2023-05-06T13:13:22.000Z (over 1 year ago)
- Last Synced: 2024-05-04T00:17:50.205Z (8 months ago)
- Topics: binance, binance-api, brainjs, convolutional-neural-networks, easy-to-use, gpt-3, kucoin, kucoin-api, lightweight-charts, ml, neural-network, react, realtime, recurrent-neural-networks, rxjs, trading, trading-bot, tradingview, websocket
- Language: TypeScript
- Homepage: https://github.com/react-declarative
- Size: 19.1 MB
- Stars: 9
- Watchers: 4
- Forks: 5
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
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README
# brainjs-cryptocurrency-trend
> Cryptocurrency ML price prediction. Ready for connection to any crypto exchange to trade with limit orders
## Contribute
> [!IMPORTANT]
> Made by using [react-declarative](https://github.com/react-declarative/react-declarative) to solve your problems. **⭐Star** and **💻Fork** It on github will be appreciated
## Usage
**1. Start this app**
> Build
```bash
sh ./scripts/build.sh
```
> Run
```bash
npx open-cli http://localhost:8080
npm run start:binance
```
**2. Configure the neural network. If you can't just press save button, default config is good enough**
**3. Wait for whales patterns interception (will take around 10 minutes or more). Open Chrome Dev Tools for detailed log**
**4. (Optional) Start Telegram informer (./packages/informer)**
**5. Enjoy!**
## How it is made
The bot is observing `HIGH` values on the `1M` candle chart of the crypto exchange. It is trying to collect market whale patterns to detect them and predict price change.
To do that It listening the exchange `1M` candle websocket until It finds a spike or a space between two spikes. From the technical side it combines values by groups with 100 records (each message per 250ms) and [uses linear regression to compute slope](https://stackoverflow.com/questions/6195335/linear-regression-in-javascript).
The sign of Slope variable means the trend: negative (`red rect`) if price is going downward or positive (`green rect`) if price is going forward. So when the bot see the pair of groups with trend `[-1, 1]` or `[1, -1]` it capture them and start training neural network
The neural net takes only the last 10 prices from a market as an input and 2 values as an output. If the price rises, it return `[1, 0]`. If the price will fall it return `[0, 1]`
To use a group with 100 price records as a set for training I am using [stride tricks](https://developers.google.com/machine-learning/practica/image-classification/convolutional-neural-networks). That helps me emulate receiving last 10 values from a websocket just like in real time. But as I am already known the trend, the training of neural network is easy peasy (check `green`, `violet`, `yellow`, `green` rects)
FYN If you have your own DAU which owns more than `10 000$` for trading feel free to contact me, I got a lot of solutions of that kind for crypto currencies
P.S. for binance use `wget -qO- http://ipecho.net/plain | xargs` command to check your ip.