SlideShare a Scribd company logo
1 of 8
Download to read offline
Leaseweb CloudStack
Using AI to place VMs
Sina Kashipazha
• Software Engineer @Leaseweb
• Love Java and Cloud
• Hobbies:
• Cooking
• Coding
• Scale models
• Virtual Private Servers
• Private Cloud Resource pools
• Leaseweb Internal
Globally operating Infrastructure as
a Service provider. Active
CloudStack platforms in:
• Germany
• Netherlands
• Singapore
• United Kingdom
• United States
1. Better use of
resources
Targets
3. Save costs
2. Ability to compare
the placements
The How
How we approached this initiative and what we have learned along the way
Supervised Learning
• When input and output, both labels are known
• model learns from data to predict output for similar input data
Unsupervised Learning
• When output data is unknown
• it is needed to find patterns in data given
Reinforcement Learning
• Algorithms learn to perform an action from experience.
• Here algorithms learn through trial and error, which action yields the greatest rewards.
• The objective is to choose actions that maximize the expected reward over a given amount of time.
Which AI?
Simulation
Elements
• Simulation of hosts, VMs, Service Offerings
Functionalities
• Only required functionality for VM placement
Evaluation
• Way of comparing the state of the system
Fuzzy
• Fuzzy functions to describe the Cloudstack Status
Let’s see the code J

More Related Content

Similar to Using AI To Place VMs On Hypervisors

Michael Allen's AWS user group talk ""Developers, Start Your Engines - Hands ...
Michael Allen's AWS user group talk ""Developers, Start Your Engines - Hands ...Michael Allen's AWS user group talk ""Developers, Start Your Engines - Hands ...
Michael Allen's AWS user group talk ""Developers, Start Your Engines - Hands ...AWS Chicago
 
How and why you need to build a big data lab
How and why you need to build a big data labHow and why you need to build a big data lab
How and why you need to build a big data labChris Kernaghan
 
Taming the cost of your first cloud - CCCEU 2014
Taming the cost of your first cloud - CCCEU 2014Taming the cost of your first cloud - CCCEU 2014
Taming the cost of your first cloud - CCCEU 2014Tim Mackey
 
PuppetConf 2017: Unlocking Azure with Puppet Enterprise- Keiran Sweet, Source...
PuppetConf 2017: Unlocking Azure with Puppet Enterprise- Keiran Sweet, Source...PuppetConf 2017: Unlocking Azure with Puppet Enterprise- Keiran Sweet, Source...
PuppetConf 2017: Unlocking Azure with Puppet Enterprise- Keiran Sweet, Source...Puppet
 
Getting Started with Serverless Architectures
Getting Started with Serverless ArchitecturesGetting Started with Serverless Architectures
Getting Started with Serverless ArchitecturesAmazon Web Services
 
November 2013 HUG: Real-time analytics with in-memory grid
November 2013 HUG: Real-time analytics with in-memory gridNovember 2013 HUG: Real-time analytics with in-memory grid
November 2013 HUG: Real-time analytics with in-memory gridYahoo Developer Network
 
Introduction to Machine learning
Introduction to Machine learningIntroduction to Machine learning
Introduction to Machine learningNEEVEE Technologies
 
Lessons Learned Replatforming A Large Machine Learning Application To Apache ...
Lessons Learned Replatforming A Large Machine Learning Application To Apache ...Lessons Learned Replatforming A Large Machine Learning Application To Apache ...
Lessons Learned Replatforming A Large Machine Learning Application To Apache ...Databricks
 
Using SparkML to Power a DSaaS (Data Science as a Service): Spark Summit East...
Using SparkML to Power a DSaaS (Data Science as a Service): Spark Summit East...Using SparkML to Power a DSaaS (Data Science as a Service): Spark Summit East...
Using SparkML to Power a DSaaS (Data Science as a Service): Spark Summit East...Spark Summit
 
Customer Sharing: HTC - What is in AWS Cloud for me?
Customer Sharing: HTC - What is in AWS Cloud for me?Customer Sharing: HTC - What is in AWS Cloud for me?
Customer Sharing: HTC - What is in AWS Cloud for me?Amazon Web Services
 
Estimating the Total Costs of Your Cloud Analytics Platform 
Estimating the Total Costs of Your Cloud Analytics Platform Estimating the Total Costs of Your Cloud Analytics Platform 
Estimating the Total Costs of Your Cloud Analytics Platform DATAVERSITY
 
Apache CloudStack Examination - CloudStack Collaboration Conference in Europe...
Apache CloudStack Examination - CloudStack Collaboration Conference in Europe...Apache CloudStack Examination - CloudStack Collaboration Conference in Europe...
Apache CloudStack Examination - CloudStack Collaboration Conference in Europe...Midori Oge
 
7 steps to simplifying your AI workflows
7 steps to simplifying your AI workflows7 steps to simplifying your AI workflows
7 steps to simplifying your AI workflowsWisecube AI
 
Predicting Flights with Azure Databricks
Predicting Flights with Azure DatabricksPredicting Flights with Azure Databricks
Predicting Flights with Azure DatabricksSarah Dutkiewicz
 
Minions
MinionsMinions
Minionssixdub
 
Performance Testing webinar
Performance Testing   webinarPerformance Testing   webinar
Performance Testing webinarAbhinav Das
 
Top 5 Java Performance Metrics, Tips & Tricks
Top 5 Java Performance Metrics, Tips & TricksTop 5 Java Performance Metrics, Tips & Tricks
Top 5 Java Performance Metrics, Tips & TricksAppDynamics
 
2 speed it powered by microsoft azure
2 speed it powered by microsoft azure2 speed it powered by microsoft azure
2 speed it powered by microsoft azureMichael Stephenson
 

Similar to Using AI To Place VMs On Hypervisors (20)

Michael Allen's AWS user group talk ""Developers, Start Your Engines - Hands ...
Michael Allen's AWS user group talk ""Developers, Start Your Engines - Hands ...Michael Allen's AWS user group talk ""Developers, Start Your Engines - Hands ...
Michael Allen's AWS user group talk ""Developers, Start Your Engines - Hands ...
 
How and why you need to build a big data lab
How and why you need to build a big data labHow and why you need to build a big data lab
How and why you need to build a big data lab
 
Google Cloud Platform Certification Cloud Architect Exam Prep Review Virtual ...
Google Cloud Platform Certification Cloud Architect Exam Prep Review Virtual ...Google Cloud Platform Certification Cloud Architect Exam Prep Review Virtual ...
Google Cloud Platform Certification Cloud Architect Exam Prep Review Virtual ...
 
Taming the cost of your first cloud - CCCEU 2014
Taming the cost of your first cloud - CCCEU 2014Taming the cost of your first cloud - CCCEU 2014
Taming the cost of your first cloud - CCCEU 2014
 
PuppetConf 2017: Unlocking Azure with Puppet Enterprise- Keiran Sweet, Source...
PuppetConf 2017: Unlocking Azure with Puppet Enterprise- Keiran Sweet, Source...PuppetConf 2017: Unlocking Azure with Puppet Enterprise- Keiran Sweet, Source...
PuppetConf 2017: Unlocking Azure with Puppet Enterprise- Keiran Sweet, Source...
 
Getting Started with Serverless Architectures
Getting Started with Serverless ArchitecturesGetting Started with Serverless Architectures
Getting Started with Serverless Architectures
 
November 2013 HUG: Real-time analytics with in-memory grid
November 2013 HUG: Real-time analytics with in-memory gridNovember 2013 HUG: Real-time analytics with in-memory grid
November 2013 HUG: Real-time analytics with in-memory grid
 
Introduction to Machine learning
Introduction to Machine learningIntroduction to Machine learning
Introduction to Machine learning
 
Lessons Learned Replatforming A Large Machine Learning Application To Apache ...
Lessons Learned Replatforming A Large Machine Learning Application To Apache ...Lessons Learned Replatforming A Large Machine Learning Application To Apache ...
Lessons Learned Replatforming A Large Machine Learning Application To Apache ...
 
Using SparkML to Power a DSaaS (Data Science as a Service): Spark Summit East...
Using SparkML to Power a DSaaS (Data Science as a Service): Spark Summit East...Using SparkML to Power a DSaaS (Data Science as a Service): Spark Summit East...
Using SparkML to Power a DSaaS (Data Science as a Service): Spark Summit East...
 
Cloud computing
Cloud computingCloud computing
Cloud computing
 
Customer Sharing: HTC - What is in AWS Cloud for me?
Customer Sharing: HTC - What is in AWS Cloud for me?Customer Sharing: HTC - What is in AWS Cloud for me?
Customer Sharing: HTC - What is in AWS Cloud for me?
 
Estimating the Total Costs of Your Cloud Analytics Platform 
Estimating the Total Costs of Your Cloud Analytics Platform Estimating the Total Costs of Your Cloud Analytics Platform 
Estimating the Total Costs of Your Cloud Analytics Platform 
 
Apache CloudStack Examination - CloudStack Collaboration Conference in Europe...
Apache CloudStack Examination - CloudStack Collaboration Conference in Europe...Apache CloudStack Examination - CloudStack Collaboration Conference in Europe...
Apache CloudStack Examination - CloudStack Collaboration Conference in Europe...
 
7 steps to simplifying your AI workflows
7 steps to simplifying your AI workflows7 steps to simplifying your AI workflows
7 steps to simplifying your AI workflows
 
Predicting Flights with Azure Databricks
Predicting Flights with Azure DatabricksPredicting Flights with Azure Databricks
Predicting Flights with Azure Databricks
 
Minions
MinionsMinions
Minions
 
Performance Testing webinar
Performance Testing   webinarPerformance Testing   webinar
Performance Testing webinar
 
Top 5 Java Performance Metrics, Tips & Tricks
Top 5 Java Performance Metrics, Tips & TricksTop 5 Java Performance Metrics, Tips & Tricks
Top 5 Java Performance Metrics, Tips & Tricks
 
2 speed it powered by microsoft azure
2 speed it powered by microsoft azure2 speed it powered by microsoft azure
2 speed it powered by microsoft azure
 

More from ShapeBlue

CloudStack Authentication Methods – Harikrishna Patnala, ShapeBlue
CloudStack Authentication Methods – Harikrishna Patnala, ShapeBlueCloudStack Authentication Methods – Harikrishna Patnala, ShapeBlue
CloudStack Authentication Methods – Harikrishna Patnala, ShapeBlueShapeBlue
 
CloudStack Tooling Ecosystem – Kiran Chavala, ShapeBlue
CloudStack Tooling Ecosystem – Kiran Chavala, ShapeBlueCloudStack Tooling Ecosystem – Kiran Chavala, ShapeBlue
CloudStack Tooling Ecosystem – Kiran Chavala, ShapeBlueShapeBlue
 
Elevating Cloud Infrastructure with Object Storage, DRS, VM Scheduling, and D...
Elevating Cloud Infrastructure with Object Storage, DRS, VM Scheduling, and D...Elevating Cloud Infrastructure with Object Storage, DRS, VM Scheduling, and D...
Elevating Cloud Infrastructure with Object Storage, DRS, VM Scheduling, and D...ShapeBlue
 
VM Migration from VMware to CloudStack and KVM – Suresh Anaparti, ShapeBlue
VM Migration from VMware to CloudStack and KVM – Suresh Anaparti, ShapeBlueVM Migration from VMware to CloudStack and KVM – Suresh Anaparti, ShapeBlue
VM Migration from VMware to CloudStack and KVM – Suresh Anaparti, ShapeBlueShapeBlue
 
How We Grew Up with CloudStack and its Journey – Dilip Singh, DataHub
How We Grew Up with CloudStack and its Journey – Dilip Singh, DataHubHow We Grew Up with CloudStack and its Journey – Dilip Singh, DataHub
How We Grew Up with CloudStack and its Journey – Dilip Singh, DataHubShapeBlue
 
What’s New in CloudStack 4.19, Abhishek Kumar, Release Manager Apache CloudSt...
What’s New in CloudStack 4.19, Abhishek Kumar, Release Manager Apache CloudSt...What’s New in CloudStack 4.19, Abhishek Kumar, Release Manager Apache CloudSt...
What’s New in CloudStack 4.19, Abhishek Kumar, Release Manager Apache CloudSt...ShapeBlue
 
CloudStack 101: The Best Way to Build Your Private Cloud – Rohit Yadav, VP Ap...
CloudStack 101: The Best Way to Build Your Private Cloud – Rohit Yadav, VP Ap...CloudStack 101: The Best Way to Build Your Private Cloud – Rohit Yadav, VP Ap...
CloudStack 101: The Best Way to Build Your Private Cloud – Rohit Yadav, VP Ap...ShapeBlue
 
How We Use CloudStack to Provide Managed Hosting - Swen Brüseke - proIO
How We Use CloudStack to Provide Managed Hosting - Swen Brüseke - proIOHow We Use CloudStack to Provide Managed Hosting - Swen Brüseke - proIO
How We Use CloudStack to Provide Managed Hosting - Swen Brüseke - proIOShapeBlue
 
Enabling DPU Hardware Accelerators in XCP-ng Cloud Platform Environment - And...
Enabling DPU Hardware Accelerators in XCP-ng Cloud Platform Environment - And...Enabling DPU Hardware Accelerators in XCP-ng Cloud Platform Environment - And...
Enabling DPU Hardware Accelerators in XCP-ng Cloud Platform Environment - And...ShapeBlue
 
Zero to Cloud Hero: Crafting a Private Cloud from Scratch with XCP-ng, Xen Or...
Zero to Cloud Hero: Crafting a Private Cloud from Scratch with XCP-ng, Xen Or...Zero to Cloud Hero: Crafting a Private Cloud from Scratch with XCP-ng, Xen Or...
Zero to Cloud Hero: Crafting a Private Cloud from Scratch with XCP-ng, Xen Or...ShapeBlue
 
KVM Security Groups Under the Hood - Wido den Hollander - Your.Online
KVM Security Groups Under the Hood - Wido den Hollander - Your.OnlineKVM Security Groups Under the Hood - Wido den Hollander - Your.Online
KVM Security Groups Under the Hood - Wido den Hollander - Your.OnlineShapeBlue
 
How to Re-use Old Hardware with CloudStack. Saving Money and the Environment ...
How to Re-use Old Hardware with CloudStack. Saving Money and the Environment ...How to Re-use Old Hardware with CloudStack. Saving Money and the Environment ...
How to Re-use Old Hardware with CloudStack. Saving Money and the Environment ...ShapeBlue
 
Use Existing Assets to Build a Powerful In-house Cloud Solution - Magali Perv...
Use Existing Assets to Build a Powerful In-house Cloud Solution - Magali Perv...Use Existing Assets to Build a Powerful In-house Cloud Solution - Magali Perv...
Use Existing Assets to Build a Powerful In-house Cloud Solution - Magali Perv...ShapeBlue
 
Import Export Virtual Machine for KVM Hypervisor - Ayush Pandey - University ...
Import Export Virtual Machine for KVM Hypervisor - Ayush Pandey - University ...Import Export Virtual Machine for KVM Hypervisor - Ayush Pandey - University ...
Import Export Virtual Machine for KVM Hypervisor - Ayush Pandey - University ...ShapeBlue
 
DRaaS using Snapshot copy and destination selection (DRaaS) - Alexandre Matti...
DRaaS using Snapshot copy and destination selection (DRaaS) - Alexandre Matti...DRaaS using Snapshot copy and destination selection (DRaaS) - Alexandre Matti...
DRaaS using Snapshot copy and destination selection (DRaaS) - Alexandre Matti...ShapeBlue
 
Mitigating Common CloudStack Instance Deployment Failures - Jithin Raju - Sha...
Mitigating Common CloudStack Instance Deployment Failures - Jithin Raju - Sha...Mitigating Common CloudStack Instance Deployment Failures - Jithin Raju - Sha...
Mitigating Common CloudStack Instance Deployment Failures - Jithin Raju - Sha...ShapeBlue
 
Elevating Privacy and Security in CloudStack - Boris Stoyanov - ShapeBlue
Elevating Privacy and Security in CloudStack - Boris Stoyanov - ShapeBlueElevating Privacy and Security in CloudStack - Boris Stoyanov - ShapeBlue
Elevating Privacy and Security in CloudStack - Boris Stoyanov - ShapeBlueShapeBlue
 
Transitioning from VMware vCloud to Apache CloudStack: A Path to Profitabilit...
Transitioning from VMware vCloud to Apache CloudStack: A Path to Profitabilit...Transitioning from VMware vCloud to Apache CloudStack: A Path to Profitabilit...
Transitioning from VMware vCloud to Apache CloudStack: A Path to Profitabilit...ShapeBlue
 
Hypervisor Agnostic DRS in CloudStack - Brief overview & demo - Vishesh Jinda...
Hypervisor Agnostic DRS in CloudStack - Brief overview & demo - Vishesh Jinda...Hypervisor Agnostic DRS in CloudStack - Brief overview & demo - Vishesh Jinda...
Hypervisor Agnostic DRS in CloudStack - Brief overview & demo - Vishesh Jinda...ShapeBlue
 
What’s New in CloudStack 4.19 - Abhishek Kumar - ShapeBlue
What’s New in CloudStack 4.19 - Abhishek Kumar - ShapeBlueWhat’s New in CloudStack 4.19 - Abhishek Kumar - ShapeBlue
What’s New in CloudStack 4.19 - Abhishek Kumar - ShapeBlueShapeBlue
 

More from ShapeBlue (20)

CloudStack Authentication Methods – Harikrishna Patnala, ShapeBlue
CloudStack Authentication Methods – Harikrishna Patnala, ShapeBlueCloudStack Authentication Methods – Harikrishna Patnala, ShapeBlue
CloudStack Authentication Methods – Harikrishna Patnala, ShapeBlue
 
CloudStack Tooling Ecosystem – Kiran Chavala, ShapeBlue
CloudStack Tooling Ecosystem – Kiran Chavala, ShapeBlueCloudStack Tooling Ecosystem – Kiran Chavala, ShapeBlue
CloudStack Tooling Ecosystem – Kiran Chavala, ShapeBlue
 
Elevating Cloud Infrastructure with Object Storage, DRS, VM Scheduling, and D...
Elevating Cloud Infrastructure with Object Storage, DRS, VM Scheduling, and D...Elevating Cloud Infrastructure with Object Storage, DRS, VM Scheduling, and D...
Elevating Cloud Infrastructure with Object Storage, DRS, VM Scheduling, and D...
 
VM Migration from VMware to CloudStack and KVM – Suresh Anaparti, ShapeBlue
VM Migration from VMware to CloudStack and KVM – Suresh Anaparti, ShapeBlueVM Migration from VMware to CloudStack and KVM – Suresh Anaparti, ShapeBlue
VM Migration from VMware to CloudStack and KVM – Suresh Anaparti, ShapeBlue
 
How We Grew Up with CloudStack and its Journey – Dilip Singh, DataHub
How We Grew Up with CloudStack and its Journey – Dilip Singh, DataHubHow We Grew Up with CloudStack and its Journey – Dilip Singh, DataHub
How We Grew Up with CloudStack and its Journey – Dilip Singh, DataHub
 
What’s New in CloudStack 4.19, Abhishek Kumar, Release Manager Apache CloudSt...
What’s New in CloudStack 4.19, Abhishek Kumar, Release Manager Apache CloudSt...What’s New in CloudStack 4.19, Abhishek Kumar, Release Manager Apache CloudSt...
What’s New in CloudStack 4.19, Abhishek Kumar, Release Manager Apache CloudSt...
 
CloudStack 101: The Best Way to Build Your Private Cloud – Rohit Yadav, VP Ap...
CloudStack 101: The Best Way to Build Your Private Cloud – Rohit Yadav, VP Ap...CloudStack 101: The Best Way to Build Your Private Cloud – Rohit Yadav, VP Ap...
CloudStack 101: The Best Way to Build Your Private Cloud – Rohit Yadav, VP Ap...
 
How We Use CloudStack to Provide Managed Hosting - Swen Brüseke - proIO
How We Use CloudStack to Provide Managed Hosting - Swen Brüseke - proIOHow We Use CloudStack to Provide Managed Hosting - Swen Brüseke - proIO
How We Use CloudStack to Provide Managed Hosting - Swen Brüseke - proIO
 
Enabling DPU Hardware Accelerators in XCP-ng Cloud Platform Environment - And...
Enabling DPU Hardware Accelerators in XCP-ng Cloud Platform Environment - And...Enabling DPU Hardware Accelerators in XCP-ng Cloud Platform Environment - And...
Enabling DPU Hardware Accelerators in XCP-ng Cloud Platform Environment - And...
 
Zero to Cloud Hero: Crafting a Private Cloud from Scratch with XCP-ng, Xen Or...
Zero to Cloud Hero: Crafting a Private Cloud from Scratch with XCP-ng, Xen Or...Zero to Cloud Hero: Crafting a Private Cloud from Scratch with XCP-ng, Xen Or...
Zero to Cloud Hero: Crafting a Private Cloud from Scratch with XCP-ng, Xen Or...
 
KVM Security Groups Under the Hood - Wido den Hollander - Your.Online
KVM Security Groups Under the Hood - Wido den Hollander - Your.OnlineKVM Security Groups Under the Hood - Wido den Hollander - Your.Online
KVM Security Groups Under the Hood - Wido den Hollander - Your.Online
 
How to Re-use Old Hardware with CloudStack. Saving Money and the Environment ...
How to Re-use Old Hardware with CloudStack. Saving Money and the Environment ...How to Re-use Old Hardware with CloudStack. Saving Money and the Environment ...
How to Re-use Old Hardware with CloudStack. Saving Money and the Environment ...
 
Use Existing Assets to Build a Powerful In-house Cloud Solution - Magali Perv...
Use Existing Assets to Build a Powerful In-house Cloud Solution - Magali Perv...Use Existing Assets to Build a Powerful In-house Cloud Solution - Magali Perv...
Use Existing Assets to Build a Powerful In-house Cloud Solution - Magali Perv...
 
Import Export Virtual Machine for KVM Hypervisor - Ayush Pandey - University ...
Import Export Virtual Machine for KVM Hypervisor - Ayush Pandey - University ...Import Export Virtual Machine for KVM Hypervisor - Ayush Pandey - University ...
Import Export Virtual Machine for KVM Hypervisor - Ayush Pandey - University ...
 
DRaaS using Snapshot copy and destination selection (DRaaS) - Alexandre Matti...
DRaaS using Snapshot copy and destination selection (DRaaS) - Alexandre Matti...DRaaS using Snapshot copy and destination selection (DRaaS) - Alexandre Matti...
DRaaS using Snapshot copy and destination selection (DRaaS) - Alexandre Matti...
 
Mitigating Common CloudStack Instance Deployment Failures - Jithin Raju - Sha...
Mitigating Common CloudStack Instance Deployment Failures - Jithin Raju - Sha...Mitigating Common CloudStack Instance Deployment Failures - Jithin Raju - Sha...
Mitigating Common CloudStack Instance Deployment Failures - Jithin Raju - Sha...
 
Elevating Privacy and Security in CloudStack - Boris Stoyanov - ShapeBlue
Elevating Privacy and Security in CloudStack - Boris Stoyanov - ShapeBlueElevating Privacy and Security in CloudStack - Boris Stoyanov - ShapeBlue
Elevating Privacy and Security in CloudStack - Boris Stoyanov - ShapeBlue
 
Transitioning from VMware vCloud to Apache CloudStack: A Path to Profitabilit...
Transitioning from VMware vCloud to Apache CloudStack: A Path to Profitabilit...Transitioning from VMware vCloud to Apache CloudStack: A Path to Profitabilit...
Transitioning from VMware vCloud to Apache CloudStack: A Path to Profitabilit...
 
Hypervisor Agnostic DRS in CloudStack - Brief overview & demo - Vishesh Jinda...
Hypervisor Agnostic DRS in CloudStack - Brief overview & demo - Vishesh Jinda...Hypervisor Agnostic DRS in CloudStack - Brief overview & demo - Vishesh Jinda...
Hypervisor Agnostic DRS in CloudStack - Brief overview & demo - Vishesh Jinda...
 
What’s New in CloudStack 4.19 - Abhishek Kumar - ShapeBlue
What’s New in CloudStack 4.19 - Abhishek Kumar - ShapeBlueWhat’s New in CloudStack 4.19 - Abhishek Kumar - ShapeBlue
What’s New in CloudStack 4.19 - Abhishek Kumar - ShapeBlue
 

Recently uploaded

Exploring ChatGPT Prompt Hacks To Maximally Optimise Your Queries
Exploring ChatGPT Prompt Hacks To Maximally Optimise Your QueriesExploring ChatGPT Prompt Hacks To Maximally Optimise Your Queries
Exploring ChatGPT Prompt Hacks To Maximally Optimise Your QueriesSanjay Willie
 
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptxUse of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptxLoriGlavin3
 
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptxMerck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptxLoriGlavin3
 
Enhancing User Experience - Exploring the Latest Features of Tallyman Axis Lo...
Enhancing User Experience - Exploring the Latest Features of Tallyman Axis Lo...Enhancing User Experience - Exploring the Latest Features of Tallyman Axis Lo...
Enhancing User Experience - Exploring the Latest Features of Tallyman Axis Lo...Scott Andery
 
(How to Program) Paul Deitel, Harvey Deitel-Java How to Program, Early Object...
(How to Program) Paul Deitel, Harvey Deitel-Java How to Program, Early Object...(How to Program) Paul Deitel, Harvey Deitel-Java How to Program, Early Object...
(How to Program) Paul Deitel, Harvey Deitel-Java How to Program, Early Object...AliaaTarek5
 
DevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache MavenDevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache MavenHervé Boutemy
 
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024BookNet Canada
 
TrustArc Webinar - How to Build Consumer Trust Through Data Privacy
TrustArc Webinar - How to Build Consumer Trust Through Data PrivacyTrustArc Webinar - How to Build Consumer Trust Through Data Privacy
TrustArc Webinar - How to Build Consumer Trust Through Data PrivacyTrustArc
 
Rise of the Machines: Known As Drones...
Rise of the Machines: Known As Drones...Rise of the Machines: Known As Drones...
Rise of the Machines: Known As Drones...Rick Flair
 
The Fit for Passkeys for Employee and Consumer Sign-ins: FIDO Paris Seminar.pptx
The Fit for Passkeys for Employee and Consumer Sign-ins: FIDO Paris Seminar.pptxThe Fit for Passkeys for Employee and Consumer Sign-ins: FIDO Paris Seminar.pptx
The Fit for Passkeys for Employee and Consumer Sign-ins: FIDO Paris Seminar.pptxLoriGlavin3
 
The Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptx
The Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptxThe Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptx
The Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptxLoriGlavin3
 
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Mark Simos
 
WordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your BrandWordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your Brandgvaughan
 
Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 365Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 3652toLead Limited
 
SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024Lorenzo Miniero
 
What is DBT - The Ultimate Data Build Tool.pdf
What is DBT - The Ultimate Data Build Tool.pdfWhat is DBT - The Ultimate Data Build Tool.pdf
What is DBT - The Ultimate Data Build Tool.pdfMounikaPolabathina
 
"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr Bagan"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr BaganFwdays
 
How AI, OpenAI, and ChatGPT impact business and software.
How AI, OpenAI, and ChatGPT impact business and software.How AI, OpenAI, and ChatGPT impact business and software.
How AI, OpenAI, and ChatGPT impact business and software.Curtis Poe
 
Anypoint Exchange: It’s Not Just a Repo!
Anypoint Exchange: It’s Not Just a Repo!Anypoint Exchange: It’s Not Just a Repo!
Anypoint Exchange: It’s Not Just a Repo!Manik S Magar
 
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024BookNet Canada
 

Recently uploaded (20)

Exploring ChatGPT Prompt Hacks To Maximally Optimise Your Queries
Exploring ChatGPT Prompt Hacks To Maximally Optimise Your QueriesExploring ChatGPT Prompt Hacks To Maximally Optimise Your Queries
Exploring ChatGPT Prompt Hacks To Maximally Optimise Your Queries
 
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptxUse of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
 
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptxMerck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptx
 
Enhancing User Experience - Exploring the Latest Features of Tallyman Axis Lo...
Enhancing User Experience - Exploring the Latest Features of Tallyman Axis Lo...Enhancing User Experience - Exploring the Latest Features of Tallyman Axis Lo...
Enhancing User Experience - Exploring the Latest Features of Tallyman Axis Lo...
 
(How to Program) Paul Deitel, Harvey Deitel-Java How to Program, Early Object...
(How to Program) Paul Deitel, Harvey Deitel-Java How to Program, Early Object...(How to Program) Paul Deitel, Harvey Deitel-Java How to Program, Early Object...
(How to Program) Paul Deitel, Harvey Deitel-Java How to Program, Early Object...
 
DevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache MavenDevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache Maven
 
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
 
TrustArc Webinar - How to Build Consumer Trust Through Data Privacy
TrustArc Webinar - How to Build Consumer Trust Through Data PrivacyTrustArc Webinar - How to Build Consumer Trust Through Data Privacy
TrustArc Webinar - How to Build Consumer Trust Through Data Privacy
 
Rise of the Machines: Known As Drones...
Rise of the Machines: Known As Drones...Rise of the Machines: Known As Drones...
Rise of the Machines: Known As Drones...
 
The Fit for Passkeys for Employee and Consumer Sign-ins: FIDO Paris Seminar.pptx
The Fit for Passkeys for Employee and Consumer Sign-ins: FIDO Paris Seminar.pptxThe Fit for Passkeys for Employee and Consumer Sign-ins: FIDO Paris Seminar.pptx
The Fit for Passkeys for Employee and Consumer Sign-ins: FIDO Paris Seminar.pptx
 
The Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptx
The Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptxThe Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptx
The Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptx
 
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
 
WordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your BrandWordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your Brand
 
Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 365Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 365
 
SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024
 
What is DBT - The Ultimate Data Build Tool.pdf
What is DBT - The Ultimate Data Build Tool.pdfWhat is DBT - The Ultimate Data Build Tool.pdf
What is DBT - The Ultimate Data Build Tool.pdf
 
"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr Bagan"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr Bagan
 
How AI, OpenAI, and ChatGPT impact business and software.
How AI, OpenAI, and ChatGPT impact business and software.How AI, OpenAI, and ChatGPT impact business and software.
How AI, OpenAI, and ChatGPT impact business and software.
 
Anypoint Exchange: It’s Not Just a Repo!
Anypoint Exchange: It’s Not Just a Repo!Anypoint Exchange: It’s Not Just a Repo!
Anypoint Exchange: It’s Not Just a Repo!
 
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
 

Using AI To Place VMs On Hypervisors

  • 2. Sina Kashipazha • Software Engineer @Leaseweb • Love Java and Cloud • Hobbies: • Cooking • Coding • Scale models
  • 3. • Virtual Private Servers • Private Cloud Resource pools • Leaseweb Internal Globally operating Infrastructure as a Service provider. Active CloudStack platforms in: • Germany • Netherlands • Singapore • United Kingdom • United States
  • 4. 1. Better use of resources Targets 3. Save costs 2. Ability to compare the placements
  • 5. The How How we approached this initiative and what we have learned along the way
  • 6. Supervised Learning • When input and output, both labels are known • model learns from data to predict output for similar input data Unsupervised Learning • When output data is unknown • it is needed to find patterns in data given Reinforcement Learning • Algorithms learn to perform an action from experience. • Here algorithms learn through trial and error, which action yields the greatest rewards. • The objective is to choose actions that maximize the expected reward over a given amount of time. Which AI?
  • 7. Simulation Elements • Simulation of hosts, VMs, Service Offerings Functionalities • Only required functionality for VM placement Evaluation • Way of comparing the state of the system Fuzzy • Fuzzy functions to describe the Cloudstack Status