screenshots added

.github/workflows/ci-cd.yml

@@ -0,0 +1,41 @@
+name: CI/CD Pipeline
+
+on:
+  push:
+    branches:
+      - main
+  pull_request:
+    branches:
+      - main
+
+jobs:
+  build:
+    runs-on: ubuntu-latest
+
+    services:
+      docker:
+        image: docker:19.03.12
+        options: --privileged
+
+    steps:
+    - name: Checkout code
+      uses: actions/checkout@v2
+
+    - name: Set up Docker Buildx
+      uses: docker/setup-buildx-action@v1
+
+    - name: Cache Docker layers
+      uses: actions/cache@v2
+      with:
+        path: /tmp/.buildx-cache
+        key: ${{ runner.os }}-buildx-${{ github.sha }}
+        restore-keys: |
+          ${{ runner.os }}-buildx-
+
+    - name: Build and push Docker images
+      uses: docker/build-push-action@v2
+      with:
+        push: false
+        tags: user/app:latest
+
+

Dockerfile

@@ -0,0 +1,20 @@
+# Use an official Python runtime as a parent image
+FROM python:3.9-slim
+
+# Set the working directory in the container
+WORKDIR /app
+
+# Copy the requirements file into the container
+COPY requirements.txt .
+
+# Install any needed packages specified in requirements.txt
+RUN pip install --no-cache-dir -r requirements.txt
+
+# Copy the rest of the application code into the container
+COPY . .
+
+# Make port 80 available to the world outside this container
+EXPOSE 80
+
+# Run the application
+CMD ["python", "run.py"]

README.md

@@ -19,6 +19,22 @@ The Crypto Trading Backtesting project aims to provide a robust, large-scale tra
 
 - **Frontend Interface**: Provides a user-friendly interface for running backtests and viewing results.
 
+- **Index Fund**: Algorithm that shows the best backtested strategy and implements a recommendation based on a combination of best returns.
+
+
+## Skills and Knowledge
+
+- **Skills**: Technical analysis, backtesting, trading, data pipeline building, structured streaming, workflow orchestration.
+- **Knowledge**: Financial prediction, enterprise-grade data engineering using Apache and Databricks tools.
+
+## Technical Skills
+
+- **Python Programming**
+- **SQL Programming**
+- **Data & Analytics Engineering**
+- **MLOps**
+- **Software Development Frameworks**
+
 ## Project Structure
 
 ```
@@ -58,25 +74,26 @@ crypto-trading-backtesting/
 │   ├── kafka-config.yaml
 │   └── mlflow-config.yaml
 │
-├── data/
-│   ├── raw/
-│   ├── processed/
-│   └── backtests/
-│
 ├── docs/
-│   ├── README.md
 │   ├── DESIGN.md
 │   └── USAGE.md
 │
 ├── notebooks/
-│   ├── data_exploration.ipynb
+│   ├── backtesting_yfinance.ipynb
 │   ├── backtesting.ipynb
+│   ├── Chronos.ipynb
+│   ├── data_exploration.ipynb
 │   └── model_training.ipynb
+│   └── moirai_forcast.ipynb
 │
 ├── scripts/
 │   ├── backtest_runner.py
 │   ├── data_ingestion.py
+│   ├── forecast_backtest_runner.py
+│   ├── forecast.py
+│   ├── mlflow_backtest.py
 │   └── model_training.py
+│   └── moirai_forcast.py
 │
 ├── tests/
 │   ├── unit/
@@ -87,13 +104,16 @@ crypto-trading-backtesting/
 │   │   ├── test_end_to_end.py
 │   └── conftest.py
 │
-├── Dockerfile
+├── .gitignore
 ├── docker-compose.yml
+├── Dockerfile
 ├── requirements.txt
+├── LICENSE
+├── README.md
 └── setup.py
 ```
 
-### Installation
+### Set up Instructions
 
 1. **Clone the repository:**
 
@@ -132,6 +152,8 @@ crypto-trading-backtesting/
 7. **Run Chronos**
     ```sh
     pip install git+https://github.com/amazon-science/chronos-forecasting.git
+
+    pip install pandas numpy torch sqlalchemy psycopg2-binary matplotlib chronos
     ```
 
 #### Altenative 

docker-compose.yml

@@ -0,0 +1,26 @@
+version: '3.8'
+
+services:
+  backend:
+    build: 
+      context: .
+      dockerfile: Dockerfile
+    volumes:
+      - .:/app
+    ports:
+      - "8000:80"
+    environment:
+      - APP_ENV=development
+    command: python run.py
+
+  frontend:
+    build:
+      context: ./frontend
+      dockerfile: Dockerfile
+    volumes:
+      - ./frontend:/app
+    ports:
+      - "3000:3000"
+    environment:
+      - NODE_ENV=development
+    command: serve -s build

frontend/Dockerfile

@@ -0,0 +1,26 @@
+# Use the official Node.js image as a parent image
+FROM node:14
+
+# Set the working directory in the container
+WORKDIR /app
+
+# Copy the package.json and package-lock.json files
+COPY package*.json ./
+
+# Install any needed packages
+RUN npm install
+
+# Copy the rest of the application code into the container
+COPY . .
+
+# Build the app
+RUN npm run build
+
+# Install serve to serve the build
+RUN npm install -g serve
+
+# Make port 3000 available to the world outside this container
+EXPOSE 3000
+
+# Serve the app
+CMD ["serve", "-s", "build"]

requirements.txt

@@ -18,4 +18,17 @@ python-dotenv
 ccxt
 yfinance
 flask_cors
-Flask-Migrate
+safetensors
+torch>=2.1
+lightning>=2.0
+gluonts~=0.14.3
+# numpy~=1.26.0
+einops==0.7.*
+jaxtyping~=0.2.24
+python-dotenv
+hydra-core==1.3
+huggingface_hub>=0.23.0
+safetensors
+jax[cpu]
+Flask-Migrate
+