Project structure

/Project_Name
│
├── /data
│   ├── /raw                 # Raw data, untouched, as received
│   ├── /processed           # Processed data, cleaned and transformed
│   └── /external            # External data sources, if applicable
│
├── /notebooks               # Jupyter or other notebook files
│   ├── /exploration         # Exploratory data analysis (EDA)
│   └── /modeling            # Notebooks related to model building
│
├── /src                     # Source code for the project
│   ├── /data_processing     # Scripts for data cleaning and preprocessing
│   ├── /models              # Model definitions and training scripts
│   ├── /evaluation          # Scripts for evaluating model performance
│   ├── /utils               # Utility functions and classes
│   └── /deploy              # Deployment scripts and configurations
│       ├── /api             # Code for creating APIs (e.g., Flask, FastAPI)
│       ├── /docker          # Dockerfiles and related configurations
│       └── /scripts         # Deployment scripts (e.g., bash, CI/CD)
│
├── /models                  # Saved models (e.g., pickled or HDF5 files)
│
├── /results                 # Outputs from models (e.g., predictions, metrics)
│   ├── /figures             # Plots, graphs, and visualizations
│   └── /tables              # Tables and reports
│
├── /logs                    # Logs for training, experiments, etc.
│
├── /tests                   # Unit and integration tests for the codebase
│
├── /config                  # Configuration files (e.g., for hyperparameters, environment settings)
│
├── /docs                    # Documentation for the project
│   ├── /references          # Research papers, articles, and references
│   └── README.md            # Project overview and instructions
│
└── /deploy                  # Deployment infrastructure files
    ├── /kubernetes          # Kubernetes configuration files
    ├── /terraform           # Terraform scripts for infrastructure as code
    └── /aws                 # AWS-specific deployment configurations (e.g., CloudFormation)

Explanation of Deployment-Related Directories:

• /src/deploy: Contains the code and scripts needed to deploy your model. This could include API creation (e.g., Flask or FastAPI), Docker configurations for containerization, and other necessary scripts.
  • /api: Code to expose your model as a service, allowing for inference via REST APIs or other interfaces.
  • /docker: Dockerfiles and related configurations to containerize your application for consistent deployment across environments.
  • /scripts: Shell scripts, CI/CD pipeline scripts, and other tools to automate the deployment process.
• /deploy: Contains infrastructure-related files for deploying your model in various environments, such as Kubernetes configurations, Terraform scripts for infrastructure as code, and AWS-specific deployment configurations.
  • /kubernetes: Kubernetes configuration files, like deployment and service YAMLs, for deploying the model in a Kubernetes cluster.
  • /terraform: Terraform scripts to provision infrastructure in a cloud environment.
  • /aws: AWS-specific files like CloudFormation templates, Lambda functions, or other AWS services configuration files.