Continuous Machine Learning with Kubeflow




Continuous Machine Learning with Kubeflow: Performing Reliable MLOps with Capabilities of TFX, Sagemaker and Kubernetes

by Aniruddha Choudhury

  • Length: 330 pages
  • Edition: 1
  • Language: English
  • Publisher: BPB Publications
  • Publication Date: 2021-11-20

An insightful journey to MLOps, DevOps, and Machine Learning in the real environment.

Key Features

  • Extensive knowledge and concept explanation of Kubernetes components with examples.
  • An all-in-one knowledge guide to train and deploy ML pipelines using Docker and Kubernetes.
  • Includes numerous MLOps projects with access to proven frameworks and the use of deep learning concepts.


‘Continuous Machine Learning with Kubeflow’ introduces you to the modern machine learning infrastructure, which includes Kubernetes and the Kubeflow architecture. This book will explain the fundamentals of deploying various AI/ML use cases with TensorFlow training and serving with Kubernetes and how Kubernetes can help with specific projects from start to finish.

This book will help demonstrate how to use Kubeflow components, deploy them in GCP, and serve them in production using real-time data prediction. With Kubeflow KFserving, we’ll look at serving techniques, build a computer vision-based user interface in streamlit, and then deploy it to the Google cloud platforms, Kubernetes and Heroku. Next, we also explore how to build Explainable AI for determining fairness and biasness with a What-if tool. Backed with various use-cases, we will learn how to put machine learning into production, including training and serving.

After reading this book, you will be able to build your ML projects in the cloud using Kubeflow and the latest technology. In addition, you will gain a solid knowledge of DevOps and MLOps, which will open doors to various job roles in companies.

What you will learn

  • Get comfortable with the architecture and the orchestration of Kubernetes.
  • Learn to containerize and deploy from scratch using Docker and Google Cloud Platform.
  • Practice how to develop the Kubeflow Orchestrator pipeline for a TensorFlow model.
  • Create AWS SageMaker pipelines, right from training to deployment in production.
  • Build the TensorFlow Extended (TFX) pipeline for an NLP application using Tensorboard and TFMA.
27 thoughts on “Continuous Machine Learning with Kubeflow”
  1. Thanks , I’ve recently been looking for information about
    this subject for a long time and yours is the best I’ve found out till now.
    However, what about the bottom line? Are you certain about the supply?

  2. Hi, i read your blog from time to time and i own a similar one and i was just wondering if you get a lot of spam remarks?
    If so how do you reduce it, any plugin or anything you can suggest?
    I get so much lately it’s driving me mad so any help is very much appreciated.

  3. Hi there would you mind stating which blog platform you’re using?
    I’m going to start my own blog in the near future but I’m having
    a tough time choosing between BlogEngine/Wordpress/B2evolution and Drupal.
    The reason I ask is because your design and style seems different then most blogs and I’m looking
    for something completely unique. P.S Apologies for getting off-topic but I had to ask!

  4. Hello There. I found your blog using msn. This is a really well written article.
    I will make sure to bookmark it and return to read more of
    your useful info. Thanks for the post. I’ll certainly return.

  5. hello there and thank you for your information – I have certainly picked up something new from right here.

    I did however expertise several technical issues using this website, since I experienced to reload the site a lot
    of times previous to I could get it to load properly. I had been wondering if your hosting is OK?
    Not that I’m complaining, but slow loading instances times will often affect your placement in google and
    can damage your quality score if ads and marketing with Adwords.
    Anyway I’m adding this RSS to my email and can look out for much more of your respective intriguing content.
    Make sure you update this again soon.

  6. Admiring the commitment you put into your
    site and detailed information you provide. It’s great to come across a blog every once in a while that isn’t
    the same old rehashed information. Excellent read!

    I’ve saved your site and I’m adding your RSS feeds to my Google account.

  7. You’ve made some really good points there. I looked on the
    net for more information about the issue and found most people will
    go along with your views on this web site.

  8. Hey! Do you know if they make any plugins to assist with Search Engine Optimization? I’m trying to get my blog to rank for some targeted keywords but I’m not seeing very good success.

    If you know of any please share. Many thanks!

  9. Wow, superb blog layout! How long have you been blogging for?
    you made blogging look easy. The overall look of your site is
    fantastic, as well as the content!

  10. Hello, I want to subscribe for this webpage to get most up-to-date
    updates, therefore where can i do it please help.

  11. What’s up it’s me, I am also visiting this website on a regular basis, this web site is really fastidious and the users are in fact sharing pleasant thoughts.

    Window frames are from head to toe a complex construction whits window replacement , so it is charming disputable to independently construct a window framing, the characteristics of which pleasure fully meet the parameters of the mill counterparts. This manipulate pass on be short of knowledgeable intelligence, skills, and momentous equipment.

  13. интересные новости
    bir Boer bukmeker nədir, [url=]fonbet üçün hesab aktivləşdirmə[/url], slot maşın qeydiyyatı olmadan pulsuz oynamaq üçün çox sirr

  14. Всем доброго времени суток!
    Есть такой вопрос, может кто в курсе? или может кто-то занимался подобным. В общем сразу перейду к делу, мне нужно раскрутить инстаграм и я начал заниматься данным вопросом, перелапатил уже кучу сайтов в поисках годной инфы и максиммум что-то похожее на нормальную инфу нашел по ссылке, где маркетолог плюс минус хорошо объяснил как и где можно заказать раскрутку. Но вот хочу еще здесь поинтересоваться такой сказать у живых людей.

  15. My name is Lee nok. My letter is addressed to the owner of this website. I am a partner of – The new international network of mutual financial support.
    Service is designed to ensure that everyone who wants to improve their financial situation, could get support from other people around the world! Working Marketing allows you to develop a business structure with profits up to $500,000. I am building my business and I invite You to become part of this Financial Structure! I think You will be interested in this proposal, which includes help from partners, that is, I will participate in the development of Your business.

Leave a Reply

Your email address will not be published. Required fields are marked *