jenniferchen11/fx-forecasting

Foreign exchange rate forecasting using LSTM

This is a Next.js project bootstrapped with create-next-app.

About

Foreign exchange rate forecaster, providing 14-day bilateral currency rate predictions for ~10 currencies.

Frontend

• Built using Next.js and Tailwind CSS
• Deployed using Vercel, check it out here: https://fx-forecasting.vercel.app/

Backend

• The API exists in a separate repo: https://github.com/jenniferchen11/fx-forecasting-api
• Built using Flask and MongoDB
• Deployed using render.com
• Uses LSTM model that was trained using this code: https://github.com/jenniferchen11/fx-forecasting-api/blob/main/training/rnn_model_training.ipynb

Currently Working On

• Re-starting model training, this time after collecting more data so that there are more features

Getting Started

1. Clone the repo and install dependencies

git clone https://github.com/jenniferchen11/fx-forecasting.git
cd fx-forecasting
npm install

2. Clone the backend repo and install dependencies

git clone https://github.com/jenniferchen11/fx-forecasting-api.git
cd fx-forecasting-api
pip install -r requirements.txt

3. Run the backend service

python index.py

4. Run the development server

npm run dev
# or
yarn dev
# or
pnpm dev
# or
bun dev