Key benefits

Explore different ML tools and frameworks to solve large-scale machine learning challenges in the cloud

Build an efficient data science environment for data exploration, model building, and model training

Learn how to implement bias detection, privacy, and explainability in ML model development

Description

When equipped with a highly scalable machine learning (ML) platform, organizations can quickly scale the delivery of ML products for faster business value realization. There is a huge demand for skilled ML solutions architects in different industries, and this handbook will help you master the design patterns, architectural considerations, and the latest technology insights you’ll need to become one. You’ll start by understanding ML fundamentals and how ML can be applied to solve real-world business problems. Once you've explored a few leading problem-solving ML algorithms, this book will help you tackle data management and get the most out of ML libraries such as TensorFlow and PyTorch. Using open source technology such as Kubernetes/Kubeflow to build a data science environment and ML pipelines will be covered next, before moving on to building an enterprise ML architecture using Amazon Web Services (AWS). You’ll also learn about security and governance considerations, advanced ML engineering techniques, and how to apply bias detection, explainability, and privacy in ML model development. And finally, you'll get acquainted with AWS AI services and their applications in real-world use cases. By the end of this audiobook, you’ll be able to design and build an ML platform to support common use cases and architecture patterns like a true professional.

What you will learn

Apply ML methodologies to solve business problems Design a practical enterprise ML platform architecture Implement MLOps for ML workflow automation Build an end-to-end data management architecture using AWS Train large-scale ML models and optimize model inference latency Create a business application using an AI service and a custom ML model Use AWS services to detect data and model bias and explain models

FAQs

How do I buy and download an audiobook?

Where there is an audiobook version of a title available, you can buy it from the book details for that title. Your audiobook will show in your cart as a product on its own. After completing checkout and payment in the normal way, you will receive your receipt on the screen containing a link to a personalized audiobook download file.

Clicking the link will download the audiobook in a ZIP file. Unzip the ZIP file to your desired location to access the audiobook’s .mp3 files. You may play these .mp3 files on any supported player or device of your choice.

Please Note: Packt audiobooks are non-returnable and non-refundable.

Packt audiobook and Licensing: When you buy an audiobook from Packt Publishing, completing your purchase means you accept the terms of our licence agreement. Please read the full text of the agreement. In it, we have tried to balance the need for the audiobook to be usable for you the listener with our needs to protect the rights of us as Publishers and of our authors. In summary, the agreement says:

You may make copies of your audiobook for your own use onto any machine
You may not pass copies of the audiobook on to anyone else

How can I make a purchase on your website?

If you want to purchase a video course, audiobook, eBook, or Bundle (Print+eBook) please follow the below steps:

Register on our website using your email address and password.
Search for the title by name or ISBN using the search option.
Select the title you want to purchase.
Choose the format you wish to purchase the title in; if you order the Print Book, you get a free eBook copy of the same title.
Proceed with the checkout process (payment to be made using Credit Card, Debit Card, or PayPal)

Where can I access support around an audiobook?

To view the errata for the book, see www.packtpub.com/support and view the pages for the title you have.
To view your account details or to download a new copy of the book go to www.packtpub.com/account
To contact us directly if a problem is not resolved, use www.packtpub.com/contact-us

What are the benefits of audiobooks?

You can get the information you need immediately

You can easily take them with you on a laptop or mobile device

You can download them an unlimited number of times

There is no password protection

They save resources and space

You can multitask while listening to audiobooks

What is an audiobook?

An audiobook, also known as a talking book, is a recorded version of a book where the content is read aloud.

The Machine Learning Solutions Architect Handbook: Create machine learning platforms to run solutions in an enterprise setting

What do you get with Audiobook?

Product Details

Key benefits

Description

What you will learn

What do you get with Audiobook?

Product Details

Recommendations for you

Customer reviews

Filter reviews by

People who bought this also bought

Authors (1)

FAQs

The Machine Learning Solutions Architect Handbook: Create machine learning platforms to run solutions in an enterprise setting

What do you get with Audiobook?

Product Details

Key benefits

Description

What you will learn

What do you get with Audiobook?

Product Details

Packt Subscriptions

Recommendations for you

Customer reviews

Filter reviews by

People who bought this also bought

Authors (1)

FAQs