johnshields / ML-Web-Service

A Flask Web Service that uses Machine Learning to make predictions based of a Power Production of a Wind Turbine Data Set.

Emerging Technologies

Project Details

Project Title	Machine Learning Web Service
Course	BSc (Hons) in Software Development
Module	Emerging Technologies
Institute	Galway-Mayo Institute of Technology
Student	John Shields
Module Lecturer	Ian McLoughlin
Grade Achieved	A

---

---

Project Description

A Flask Web Service that uses Machine Learning to make predictions based of a Power Production of a Wind Turbine Data Set.

Run the Project

How to run the Jupyter Notebook:

From Github

View the Jupyter Notebook HERE. All the cells should run automatically.

---

From Jupyter Notebook

Run the Jupyter Notebook:

Open the repository directory in Command-Line and enter:

$ cd project_files\train_model
$ jupyter notebook

---

How to run the Web Service:

Run the Web Service:

Open the repository directory in Command-Line and enter:

$ cd project_files\web_service
$ set FLASK_APP=web_service.py && python -m flask run

• Running on http://127.0.0.1:5000/

Docker Image

Open the repository directory in Command-Line and enter:

$ cd project_files\web_service
$ docker build . -t model_playground
$ docker run -d -p 5000:5000 model_playground

---

View the Wiki HERE for more detail.