5 MLOps Programs from Google to Stage Up Your ML Workflow

MLOps is crucial for the success of any machine studying system in manufacturing. So it is not stunning that organizations are in search of expert MLOps engineers. However what does an MLOps engineer do?

The position of the MLOps engineer is fluid and varies from one group to the opposite. Nevertheless, it’s each convincing and easy to think about an MLOps engineer to be extra end-to-end than an information scientist. Which means their job goes past constructing machine studying fashions—with roles in mannequin constructing, deployment and monitoring amongst others.

This text is a compilation of MLOps programs from Google. Which can make it easier to be taught the basics of manufacturing machine studying methods with concentrate on Google’s Vertex AI platform.

Let’s get began!

1. Manufacturing Machine Studying Methods

To grasp and respect MLOps, it’s vital to first perceive how machine studying methods work in manufacturing. The Manufacturing Machine Studying Methods course will make it easier to be taught concerning the implementation of machine studying methods in manufacturing specializing in:

• Static, dynamic, and steady coaching
• Static and dynamic inference
• Batch and on-line processing

Right here a few of the key modules on this course:

• Architecting manufacturing ML methods
• Designing adaptable ML methods
• Designing excessive efficiency ML methods
• Constructing hybrid ML methods

Hyperlink: Manufacturing Machine Studying Methods

2. Machine Studying Operations (MLOps): Getting Began

The Machine Studying Operations (MLOps): Getting Began course is an introduction to machine studying operations. So that you’ll be taught you’ll learn to deploy, take a look at, monitor, and consider machine studying methods in manufacturing.

You’ll be launched to the instruments and finest practices for MLOps study Google’s Vertex AI platform. The modules on this course are as follows:

• Using machine studying operations
• Vertex AI and MLOps on Vertex AI

Hyperlink: Machine Studying Operations (MLOps): Getting Began

3. Machine Studying Operations (MLOps) with Vertex AI: Handle Options

The Machine Studying Operations (MLOps) with Vertex AI: Handle Options course will make it easier to additional your information of doing MLOps on Google Cloud platform with concentrate on the Vertex AI characteristic retailer.

So that you’ll turn into acquainted with deploying, monitoring, and working ML methods on Google Cloud. It introduces you to Vertex AI characteristic retailer and its key capabilities.

Hyperlink: Machine Studying Operations (MLOps) with Vertex AI: Handle Options

4. ML Pipelines on Google Cloud

This course ML Pipelines on Google Cloud is an in-depth course specializing in constructing and orchestrating ML pipelines on the Google Cloud Platform. This course has a number of modules protecting the next key matters:

• Constructing and orchestrating ML pipelines utilizing TensorFlow Prolong (TFX), Google’s manufacturing ML platform
• CI/CD for machine studying
• Automating ML pipelines
• Utilizing Cloud Composer to orchestrate steady coaching pipelines

Hyperlink: ML Pipelines on Google Cloud

5. Construct and Deploy Machine Studying Options on Vertex AI

Within the Construct and Deploy Machine Studying Options on Vertex AI course, you’ll work on real-world use instances to coach and deploy machine studying options.

On this course, you’ll get to dive into the next enterprise ML use instances:

• Retail buyer lifetime worth prediction
• Cell recreation churn prediction
• Visible automotive half defect identification
• Advantageous-tuning BERT for sentiment classification of opinions

Alongside the way in which, you’ll additionally learn to leverage AutoML.

Hyperlink: Construct and Deploy Machine Studying Options on Vertex AI

Wrapping Up

I hope working via these programs and the labs which might be a part of these programs will make it easier to achieve a superb grasp of constructing and deploying machine studying options with Vertex AI.

In the event you’re in search of a complete bootcamp to be taught MLOPs, you’ll be able to take a look at the MLOps Zoomcamp by DataTalks.Membership. You possibly can be taught extra about this bootcamp in The Solely Free Course You Have to Turn into a Skilled MLOps Engineer.

Bala Priya C is a developer and technical author from India. She likes working on the intersection of math, programming, information science, and content material creation. Her areas of curiosity and experience embrace DevOps, information science, and pure language processing. She enjoys studying, writing, coding, and occasional! At present, she’s engaged on studying and sharing her information with the developer group by authoring tutorials, how-to guides, opinion items, and extra. Bala additionally creates participating useful resource overviews and coding tutorials.