Automated MLOps and DevOps Pipeline Integration

Open
AIModels Tech Inc.
New Westminster, British Columbia, Canada
James Northway
He / Him
Chief executive officer
(4)
4
Project
Academic experience
80 hours of work total
Student
Anywhere
Intermediate level

Project scope

Categories
Cloud technologies Project management Software development Machine learning Artificial intelligence
Skills
docker engine python (programming language) bash (scripting language) github cloud services mlops (machine learning operations) machine learning workflow automation devops automation
Details

AIModels Tech Inc. aims to streamline its machine learning operations by integrating ML Ops with DevOps using GitHub Actions and cloud services. The goal of this project is to create an automated pipeline that builds, trains, tests, and deploys machine learning models efficiently. This integration will enhance the company's ability to quickly iterate on models and deploy them with minimal manual intervention. The project will focus on leveraging GitHub Actions to automate workflows and cloud services to manage resources and deployments. By completing this project, learners will gain hands-on experience in automating ML pipelines, a critical skill in the tech industry. The project will also provide an opportunity to apply classroom knowledge of machine learning and DevOps in a practical setting.

Deliverables

The deliverables for this project include a fully automated ML pipeline using GitHub Actions, which will handle the build, train, test, and deployment stages. Additionally, learners will provide documentation detailing the setup and usage of the pipeline, ensuring that it is easy to understand and maintain. A demonstration of the pipeline in action, showcasing its efficiency and reliability, will also be required. This project will culminate in a presentation to AIModels Tech Inc., highlighting the integration's benefits and potential for scalability.

Mentorship
Domain expertise and knowledge

Providing specialized, in-depth knowledge and general industry insights for a comprehensive understanding.

Skills, knowledge and expertise

Sharing knowledge in specific technical skills, techniques, methodologies required for the project.

Hands-on support

Direct involvement in project tasks, offering guidance, and demonstrating techniques.

Tools and/or resources

Providing access to necessary tools, software, and resources required for project completion.

Regular meetings

Scheduled check-ins to discuss progress, address challenges, and provide feedback.

About the company

Company
New Westminster, British Columbia, Canada
2 - 10 employees
It & computing, Technology

AIModels Tech Inc. specializes in developing cutting-edge machine learning and artificial intelligence solutions tailored to a wide range of industries. We empower businesses to harness the power of data by providing innovative AI models that drive process optimization, predictive analytics, and intelligent automation. Our expertise spans data collection, model development, and deployment, ensuring scalable and efficient AI applications that deliver actionable insights and measurable results. At AIModels, we are committed to transforming challenges into opportunities through the power of AI.