KubeFlow Bootcamp

Learn how to use Kubeflow for Machine Learning at scale on Google Cloud!

3.84 (165 reviews)
Udemy
platform
English
language
Data Science
category
instructor
KubeFlow Bootcamp
1,644
students
8 hours
content
Jul 2023
last update
$79.99
regular price

What you will learn

Understand the core concepts of Kubeflow and its role in building scalable and portable machine learning workflows on Google Cloud.

Learn to deploy and manage Kubeflow pipelines to automate end-to-end machine learning workflows on Google Cloud.

Gain proficiency in utilizing Kubeflow components

Develop skills in leveraging Google Cloud's AI Platform for training and serving machine learning models within the Kubeflow environment.

Explore the integration of Kubeflow with other Google Cloud services

Master the use of Kubeflow's monitoring and logging capabilities to ensure effective tracking and debugging of machine learning workflows.

Learn best practices for scaling and optimizing machine learning workloads using Kubeflow on Google Cloud

Understand security and governance considerations when working with Kubeflow on Google Cloud

Why take this course?

šŸŒŸ **KubeFlow Bootcamp: Master Machine Learning at Scale on Google Cloud!** šŸŒŸ **Course Instructor:** Jose Portilla šŸš€ **Course Title:** KubeFlow Bootcamp: Learn how to use Kubeflow for Machine Learning at scale on Google Cloud! --- šŸ”„ **Course Headline:** Unlock the Power of Machine Learning Workflows on Google Cloud with Kubeflow! --- **Introduction:** Unlock the Power of Machine Learning Workflows on Google Cloud with Kubeflow! Our comprehensive Udemy course on Kubeflow on Google Cloud is your gateway to harnessing the full potential of scalable and portable ML pipelines. Dive into the world of end-to-end machine learning workflows with this step-by-step guide, crafted to help you master Kubeflow and its integration with Google Cloud's powerful infrastructure. **Why Take This Course?** Master the art of automating your machine learning workflows using Kubeflow. Whether you're a data scientist, ML engineer, or an AI enthusiast aspiring to innovate in the field, this course equips you with the knowledge and hands-on experience to take your projects to new heights. --- **What You Will Learn:** šŸ”¹ **Core Concepts of Kubeflow:** Understand how Kubeflow functions as a framework for building scalable ML workflows. šŸ”¹ **Deploying & Managing Pipelines:** Learn to deploy and manage Kubeflow pipelines on Google Cloud to streamline your ML projects. šŸ”¹ **Optimizing Hyperparameter Tuning:** Utilize Kubeflow's components to optimize hyperparameter tuning and workflow orchestration for better model performance. šŸ”¹ **Integrating with AI Platform:** Discover how to maximize the potential of Google Cloud's AI Platform within the Kubeflow ecosystem for efficient model training and deployment. šŸ”¹ **Data Processing & Storage Integration:** Seamlessly integrate Kubeflow with other Google Cloud services like BigQuery and Cloud Storage for enhanced data processing and storage capabilities. šŸ”¹ **Monitoring, Logging & Debugging:** Master the art of monitoring and logging in Kubeflow to ensure the success of your ML projects with real-time insights and robust debugging techniques. šŸ”¹ **Scalable Workloads:** Learn how to scale and optimize your ML workloads using Kubeflow, leveraging distributed training and advanced resource allocation strategies. šŸ”¹ **Security & Governance Best Practices:** Embrace best practices in security and governance to ensure compliance and data privacy when working with Kubeflow on Google Cloud. --- šŸŽ“ **Course Benefits:** By completing this course, you'll be well-equipped to navigate the complexities of machine learning at scale. You'll gain practical experience in deploying, managing, and optimizing ML workflows using Kubeflow on Google Cloud. Plus, you'll understand how to scale your projects efficiently while maintaining best practices for security and governance. --- šŸ† **Take the Next Step in Your AI & ML Career:** Don't miss out on this opportunity to become a Kubeflow expert! Enroll now in our KubeFlow Bootcamp Udemy course and unlock the full potential of Kubeflow on Google Cloud. Elevate your career by mastering one of the most powerful tools in AI and ML today. Let's embark on this journey together and lead the future of machine learning! šŸ“† **Enroll Today and Transform Your Data Science Skills with KubeFlow on Google Cloud!** šŸ“†

Reviews

Yu
January 13, 2024
well describe this topic step by step in simple manner. And it can be easily watched from phone device.
Robert
December 7, 2023
Lecturer did a nice job presenting the material, but for an 8-hour "KubeFlow Bootcamp" the phrase "we'll get to that later" re KubeFlow usage was still being used 7 hours into the course. Most of the course material consisted of an extended sales pitch for GC, GKE, and Vertex AI which should have been prereq's, instead of requiring someone who wanted to learn about KubeFlow to have to sit through for course completion credit.
Gaurav
October 26, 2023
Though this trailing is titled Kubeflow bootcamp however majority of sections (almost 2/3) cover Kubernetes and only 1/3 portion covers Kubeflow. In the last section Kubeflow is being talked however section closes abruptly without any pointers or references for further learning. This training should be titled Kubeflow overview rather than kubeflow bootcamp.
William
October 23, 2023
I like this instructor, I purchased other courses from him previously. This course overall is acceptable, I was expecting more focus on Kubeflow, more than 70% of the course is not about Kubeflow but GCP, K8S, and ML fundamentals. I feel this course was built by cutting other course pieces and tying them together to build this course. In some lectures, the instructor mentions that the topic will be talked about in upcoming lectures but this never happens, the video "55. Continuous Training with Kubeflow" is an example.
Sebastian
August 5, 2023
It was a good boot camp to get the basics of GCP, Kubernetes, and Kubeflow. It would be better if there were more demos
Eric
July 17, 2023
Fantastic course and explanation of some of the components of Google Cloud, Vertex Ai, and others. An indepth course like this one but for AWS would be fantastic! Please create more AWS courses! I would definitely be taking those too!!!

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5358664
udemy ID
5/31/2023
course created date
7/8/2023
course indexed date
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