Kubeflow For Beginners - Build Pipelines On The Cloud

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TJ Walker,Media Training Worldwide Digital,Clarian North

2:10:47

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1 - What Are Containers Virtual Machines Introduction

1 - What Are Containers Virtual Machines 101 Kubeflow.mp4

02:59

2 - How Do Containers Work.mp4

01:11

3 - Isolation Differences Between Virtual Machines Containers.mp4

02:48

4 - Modular Adaptability Customization Of Containers.mp4

01:40

5 - Portability Flexibility From VMs and Containers.mp4

02:04

2 - What Is Kubernetes Fundamentals

6 - Quick Note Kubernetes Section.mp4

00:49

7 - Introduction To Kubernetes Container Deployment.mp4

03:06

8 - Tradition Virtual Deployment Eras.mp4

03:04

9 - The Container Deployment Era Benefits.mp4

02:34

10 - Kubernetes Container Benefit Recap.mp4

00:56

11 - Why Use Kubernetes.mp4

04:00

12 - How is Kubernetes Useful.mp4

02:39

13 - Kubernetes Review.mp4

03:17

3 - Kubernetes Clusters Fundamentals

14 - What is a Kubernetes Cluster Containers Hosts.mp4

02:56

15 - Worker Nodes The Master Node.mp4

01:47

16 - Kubernetes Microservice Application Example Part I.mp4

01:56

17 - Kubernetes Microservice Application Example Part II.mp4

01:09

4 - What Is Kubeflow Introduction

18 - How Machine Learning Benefits From Kubernetes.mp4

02:10

19 - Kubeflow Beginning with TFX.mp4

03:02

20 - How Kubefow Makes It Easier For Developers.mp4

01:39

21 - How Kubeflow Works Basics.mp4

04:18

5 - Kubelfow Project Set Up Google Cloud Platform GCP

22 - Important Note Codelab GCP Billing.mp4

01:49

23 - Learn Kubeflow Lab Overview.mp4

05:26

24 - Set Up A Google Cloud Platform Project for The Kubeflow Example.mp4

04:05

25 - GCP GCloud Config Kubeflow Project Setup.mp4

03:35

26 - Create A Bucket For Kubeflow Example Storage.mp4

04:18

27 - Deploy A Kubeflow Pipeline Kubernetes Engine Part I.mp4

05:34

28 - Deploy A Kubeflow Pipeline Kubernetes Engine Part II.mp4

02:54

29 - Google Cloud Pipeline Billing And Budget Alerts.mp4

03:57

30 - Set Up GKE Cluseter.mp4

05:20

31 - Request GPU Quota Process.mp4

07:05

32 - Request GPU Quota Process Once Approved.mp4

00:41

6 - Kubeflow Run A Pipeline From UI Google Cloud Platform GCP

33 - Kubeflow Run A Pipeline From UI Google Cloud Platform GCP.mp4

03:04

34 - Upload Yaml Pipeline Config Kubeflow File.mp4

04:30

34 - pipeline.zip

35 - Input Parameters For Kubeflow Pipeline Run.mp4

04:13

36 - Kubeflow Pipeline Runs Events Logs.mp4

02:23

37 - Pipeline Deployment Checkpoint Deprecated Example.mp4

01:40

38 - Iterative Recursive Example For Kubeflow Pipeline Completion.mp4

04:21

39 - Quick Look at Kubeflow Teardown Command.mp4

00:39

40 - Optional Deploying A Notebook WIth AI Platform GCP Kubeflow.mp4

04:56

41 - Optional Kubeflow on AWS.mp4

08:27

42 - One Last Chance to Make This Course Better for Your Permanent Learning Library.mp4

01:46

Description

Learn Kubeflow by Example with Machine Learning - Deploy ML AI Pipelines on Google Cloud Platform - Kubernetes & AWS

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

Who is this 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

More details

Description
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 GKEÂ and active cloud shell. We will also learn the fundamentals of Kubernetes and Kubeflow along with GCPÂ project management as we move forward together with the code lab.
Get hands-on experience early with an exciting technology making MLÂ 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/AIÂ Pipelines with Kubeflow
Learn the fundamentals of Kubernetes, GKE, Containers, and Clusters in relation to Machine Learning
Work on a code lab with the GCPÂ 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!Â
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.
Iâ€™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 youâ€™re ready,Â Iâ€™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

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TJ Walker

Instructor's Courses

More than 1.5 million Udemy students have enrolled in TJ Walker's Classes!TJ has created numerous Udemy best-selling courses in the fields of personal development, public speaking, presentation skills, media training and communication skills. Feel free to contact him on LinkedIn for more information on in-person training workshops, seminars, and keynote speeches on habits and all personal development subjects in which he teaches online courses.Walker is the founder of Media Training Worldwide and has been conducting public speaking training workshops and seminars since 1984. Walker has trained Presidents of countries, Prime Ministers, Nobel Peace Prize winners, Super Bowl winners, US Senators, Miss Universes and Members of Parliament. He has conducted presentation and media training workshops on six continents in more than two dozen countries. His book, "Secret to Foolproof Presentations" was a USA Today # 1 Bestseller, as well as a Wall Street Journal, and Business Week Bestseller. Walker is also the author of "Media Training AZ" and "Media Training Success." Walker's Facebook page "TJ Walker Speak to Influence" is the #1 page for 7-day a week video tutorials on how to be a better public speaker and communicator.In 2009, Walker set the Guinness Book of World Records for Most Talk Radio Appearances ever in a 24 hour period.Walker has also served as a former President of the National Speakers Association, New York City.Walker was a merit scholar at Duke University where he graduated magna cum laude. What others say:“TJ Walker's single-minded devotion to presentation has made him the #1 expert for executives seeking guidance on speaking to the public and media." Bob Bowdon, Anchor/Reporter, Bloomberg Television“TJ Walker is the leading media trainer in the world." Stu Miller, Viacom News Producer(TJ Walker's Media Training Worldwide) “The world's leading presentation and media training firm." Gregg Jarrett, Fox News Channel AnchorPlus d'un million d'étudiants Udemy se sont inscrits aux cours de TJ Walker!TJ a créé de nombreux cours à succès Udemy dans les domaines du développement personnel, de la prise de parole en public, des compétences de présentation, de la formation aux médias et des compétences en communication.N'hésitez pas à le contacter sur LinkedIn pour plus d'informations sur les ateliers de formation en personne, les séminaires et les discours d'ouverture sur les habitudes et tous les sujets de développement personnel dans lesquels il donne des cours en ligne.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.Walker était un chercheur d'excellence à l'Université Duke où il a obtenu son diplôme magna cum laude.Ce que disent les autres:«Le dévouement résolu de TJ Walker à la présentation a fait de lui l'expert n ° 1 pour les cadres à la recherche de conseils pour parler au public et aux médias.» Bob Bowdon, présentateur / journaliste, Bloomberg Television«TJ Walker est le principal formateur média au monde.» Stu Miller, producteur de Viacom News(Formation aux médias de TJ Walker dans le monde) «La plus grande entreprise de présentation et de formation aux médias au monde.» Gregg Jarrett, présentateur de Fox News Channel

Media Training Worldwide Digital

Instructor's Courses

Media Training Worldwide Digital is a full-service online training firm specializing in video on-demand courses. We publish courses on all aspects of technology, business, personal development, communications, and the arts. Our top instructors include Best-selling experts such as Clarian North and TJ Walker. Media Training Worldwide Digital partners with the foremost experts in the world in order to deliver high-quality video-based learning experiences to students.

Clarian North

Instructor's Courses

About MeClarian is the instructor with recognized industry certification and the resume to back it. His students have gone on and continue working and contributing to some of the biggest and most reputable Production companies in the world like Universal, Google, Amazon, Warner, The BBC, Spotify, Landr, Splice etc… Clarian is the CEO of Orbital LLC, a consultations and tech development interacting worldwide including leading Silicon Valley companies as well as top 40 blockchain protocols amongst Solana and NEAR. Senior project engineer with over 90K enrollments on coding courses and training modules worldwide - enrollments from Google and Amazon developers and contractors. International work experience from New York to Berlin, Clarian (alias of Maurice K) has contributed to a number of viral streams and grown a unique digital imprint in over 80 countries world wide. Clarian has been featured in Rolling Stone, Billboard, Guardian, Yahoo Finance, Bloomberg, Clash, Broadway, New York & Vulture, Vice among many others as an innovator and trailblazer in both audio engineering and tech. Having taken a signature approach to production design which has launched and contributed to multiple independent and major outfits and projects, Clarian has worked and contributed for world leading brands from Universal to Emirates, ambisonic cutting edge VR interoperability for Guy Laliberte's PY1 and his own EPs have been featured on namestay labels such as Kompakt, based In Germany.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 in many respects of the trade, Clarian gained success with zero budget to begin with, and spent years on his own interning and moonlighting at professional spaces, 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. 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 with just your computer 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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