5 MLOps Programs from Google to Degree Up Your ML Workflow – KDnuggets

MLOps is important for the success of any machine studying system in manufacturing. So it isn’t stunning that organizations are on the lookout for expert MLOps engineers. However what does an MLOps engineer do?

The function of the MLOps engineer is fluid and varies from one group to the opposite. Nevertheless, it’s each convincing and easy to consider 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 assist you be taught the basics of manufacturing machine studying techniques with concentrate on Google’s Vertex AI platform.

Let’s get began!

1. Manufacturing Machine Studying Techniques

To grasp and admire MLOps, it’s necessary to first perceive how machine studying techniques work in manufacturing. The Manufacturing Machine Studying Techniques course will assist you be taught concerning the implementation of machine studying techniques in manufacturing specializing in:

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

Right here among the key modules on this course:

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

Hyperlink: Manufacturing Machine Studying Techniques

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 discover ways to deploy, take a look at, monitor, and consider machine studying techniques in manufacturing.

You’ll be launched to the instruments and greatest practices for MLOps find out about 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 assist you additional your information of doing MLOps on Google Cloud platform with concentrate on the Vertex AI function retailer.

So that you’ll turn into conversant in deploying, monitoring, and working ML techniques on Google Cloud. It introduces you to Vertex AI function 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 masking the next key subjects:

• Constructing and orchestrating ML pipelines utilizing TensorFlow Lengthen (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 circumstances to coach and deploy machine studying options.

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

• Retail buyer lifetime worth prediction
• Cell sport churn prediction
• Visible automobile half defect identification
• Wonderful-tuning BERT for sentiment classification of opinions

Alongside the best way, you’ll additionally discover ways to leverage AutoML.

Hyperlink: Construct and Deploy Machine Studying Options on Vertex AI

Wrapping Up

I hope working by means of these programs and the labs which can be a part of these programs will assist you achieve a very good grasp of constructing and deploying machine studying options with Vertex AI.

For those who’re on the lookout for a complete bootcamp to be taught MLOPs, you possibly can take a look at the MLOps Zoomcamp by DataTalks.Membership. You’ll be able to be taught extra about this bootcamp in The Solely Free Course You Must Turn out to be 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.