Kubeflow Fundamentals - How To Build ML/AI Pipelines
What you'll learn
- How to build ml/ai pipelines with Kubeflow from scratch
- Deploy Kubeflow on GCP and AWS with real-world examples, and best practices
- Kubernetes & Kubeflow fundamentals
- Run multiple ML pipelines with the Kubeflow UI
In this course, we will cover all the fundamentals first of Kubeflow with slides and presentations and then build and deploy ML/AI Pipelines with Kubeflow together using the Google Cloud Platform (GCP) along with the GKE and active cloud shell. We will also learn the fundamentals of Kubernetes and Kubeflow along with GCP project management as we move forward together with the code lab.
Get hands-on experience early with an exciting technology making ML deployments much easier thanks to the power of Kubeflow!
This is the course you've been looking for to get a clear and concise explanation of what is Kubeflow and the value it presents for creating efficiency with Machine Learning.
If you'd like to quickly and simply go through each step of code together and discuss the conventions and the commands for setting up cloud-native and run multiple pipelines together - we're even going to take a look at a recursive tutorial that runs iterative prediction calculations with increasing margins of acceptable results, then this is perfect course is for you!
This course is modular and intended to be beginner-friendly as well, so that if you are coming from a less technical or more business-minded side or you are just keen on reviewing the fundamentals of Kubernetes and, VMS, containers and clusters and how they have significant value in relation to deploying and running machine learning pipelines then you will also find clear, simplified and contextualized examples as part of this course as well. Just remember, those sections are purely optional and if you already have fundamental knowledge please feel free to skip directly to the code lab and get started hands-on with me.
What you will learn in this course:
Setting up the Google Cloud Platform development environment
Build and successfully deploy ML/AI Pipelines with Kubeflow
Learn the fundamentals of Kubernetes, GKE, Containers, and Clusters in relation to Machine Learning
Work on a code lab with the GCP active cloud shell
Run ML Pipelines and examine events and logs - GPU, CPU, and node management
Create buckets, OAuth, and credentials with Google Cloud Platform
Review the basics of Kubeflow for AWS - EKS
Set up scheduling and billing on GCP for project administration and management
Check out deploying Jupiter notebook and for Kubeflow pipelines
And much more along the way!
Course Set up and Tools
This course develops its Kuebflow project and source code with Active Cloud Shell on the Google Cloud Platform - it's free to set up, but deploying and running the pipelines to completion yourself will require you to activate a billing account and it's important that you monitor your costs in that case (this is optional and we explain the steps and procedure if you're interested in spending a bit more to see kubeflow machine learning pipelines in action).
Is this the right course for you?
This course is straight to the point, time-sensitive, and focuses on completing the project at hand (the reasons and explanations for the code and how it works) as the primary. Besides the initial sections which is meant for a 101 introduction into the basics of Kubeflow and Kubernetes for all levels, pretty much all of this course after that is just building out our Kubeflow Pipeline stopping to explain the techniques and dependencies connections along the way. If you are the type of person who gets the most out of learning 'by doing', then this course will be for you.
I’m looking forward to discovering the value and real ease of what it means to make our lives much more simple and efficient thanks to what kubeflow can offer!
And whenever you’re ready, I’ll see you in the lessons!
Who this course is for:
- Data scientists interested in learning the fundamentals of Kubeflow
- Technologists interested in learning the fundamentals of Kubeflow
- ML Engineers interested in a hands-on tutorial for Kubeflow
- Data Engineers interested in a hands-on tutorial for Kubeflow
Clarian is the instructor with recognized industry certification and the resume to back it. His students have gone on to working and contributing to some of the biggest and most reputable Production companies in the world like Universal, Warner, The BBC, Spotify, Landr, Splice etc… Clarian has worked as a head engineer (mixing and mastering) and co-producer (writing and arranging) for majors, indies, and international publishing houses including working with Grammy nominated and Award Winning Productions. A few contributions of note include mixing for the likes of Emirates Airline Inflight Radio, cutting edge production performances such as the VR PY1 for Circle De Soleil’s Guy Laliberte, as well as producing, mixing and mastering for Germany’s infamous cutting edge Kompakt Records and so on. His own studio and sound architecture designs have been extensively featured and acclaimed by world leading audio journals such as Future Music and Mixmag as well as his own independent following of audio productions streaming organically in the tens of millions. Now on hiatus from performing and contracting at some of the biggest festivals in the world for over a decade, Clarian has compiled everything he’s learned about Audio Production, to teach producers the skills they need and get them on that path to amazing career opportunities and breaking those barriers to truly level up and start finishing their projects and productions they were stuck on.
Being a self taught producer, Clarian gained success with zero budget or studio to begin with, and spent years on his own interning and moonlighting at professional studios, going through the grind of frustrations struggling to obtain the quality of production eventually gaining international notoriety for projects made on with nothing but a computer and headphones distributed to hundreds of thousands of listeners. There is an overwhelming flood of information and tutorials online that can be often confusing, unfocused, and time consuming when it comes to Audio Production. Besides Bootcamp schools that charge fortunes up to 15,000$ and academies that teach with expensive inaccessible equipment and have outrageous starting talent expectations, there is little comprehensive and focused Professional Audio Production courses that are affordable to get started with and can take you all the way through the most complex subjects. You do not need to spend any money on studio gear, software, or have any prior musical background skills to learn and master Modern Professional Audio Production today. A course that teaches a professional and universally popular trade should be focused and accessible to anyone who is determined to learn without wasting any precious time and money.
Having obtained invaluable lessons from working with top Tech and Entertainment companies, renowned artists and festivals from Europe to Asia, and his own projects such as Ambient Field Recording Expeditions throughout Africa to Synth Pop projects featured from Rolling Stones Magazine to the Guardian, Clarian has been investing his time and energy to sharing his skill set and teaching others so that they can see their true potential on their journey to discovering the endless possibilities of modern Sound Production at our very fingertips in the comfort of their homes.
Clarian is dedicated to giving you the most accessible and comprehensive courses out there on Audio Production, regardless your skill level or finance situation, and teach complex subject matter with clear and example based explanations. His philosophy is that it’s not the tools that take you to the top, but by learning why and how to use these tools from the ground up all while connecting the dots along the way, is the true way to mastering a craft. The potential of how much you can learn and accomplish is unlimited and much more exchangeable by learning with this approach.
Clarian’s lessons will guide you through complex subjects and techniques in Audio Production and Engineering, with just your computer speakers and free software, and provide clear and simple breakdowns to elevate your skill set and ability to finish projects with the best technology and techniques out there.
Looking forward to seeing you in the lessons!
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Plus d'un million d'étudiants Udemy se sont inscrits aux cours de TJ Walker!
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Walker est le fondateur de Media Training Worldwide et organise des ateliers et des séminaires de formation à la prise de parole en public depuis 1984. Walker a formé des présidents de pays, des premiers ministres, des lauréats du prix Nobel de la paix, des lauréats du Super Bowl, des sénateurs américains, des Miss Univers et des membres du Parlement. Il a dirigé des ateliers de présentation et de formation aux médias sur six continents dans plus de deux douzaines de pays.
Son livre, "Secret to Foolproof Presentations", a été l'un des meilleurs vendeurs de USA Today, ainsi qu'un Wall Street Journal et Business Week Bestseller.
Walker est également l'auteur de "Media Training AZ" et "Media Training Success".
La page Facebook de Walker «TJ Walker Speak to Influence» est la page n ° 1 pour des didacticiels vidéo de 7 jours par semaine sur la façon d'être un meilleur orateur et communicateur.
En 2009, Walker a établi le Livre Guinness des records du monde pour la plupart des apparitions à la radio Talk sur une période de 24 heures.
Walker a également été président de la National Speakers Association, New York.
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