Cloud computing is an emerging technology that
offers opportunities for organisations to hire precisely those ICT
services they need (SaaS/PaaS/IaaS). Small and medium sized
enterprises (SMEs) can benefit a lot from software services that
are managed in a professional way. Cloud computing enables
them to overcome restrictions from low budgets and limited
resources for ICT. However, cloud adoption is challenging and
requires a clear cloud roadmap. Organisations lack knowledge of
cloud computing and are usually challenged by the adoption of
cloud services. In most cases, SMEs do not know what aspects
they have to take into consideration for a sound decision in
favour or against the cloud. A cloud readiness assessment is a
general approach to facilitate this decision-making process.
The presented study focuses on the development of an assessment framework for cloud services (SaaS) in the domain of enterprise content management (ECM) and social software (ecollaboration).
With AWS, you can choose the right storage service for the right use case. This session shows the range of AWS choices - object storage to block storage - that are available to you. We include specifics about real-world deployments from customers who are using Amazon S3, Amazon EBS, Amazon Glacier, and AWS Storage Gateway.
Speakers:
Matt McClean, AWS Solutions Architect
In the event of a disaster, you need to be able to recover lost data quickly to ensure business continuity. For critical applications, keeping your time to recover and data loss to a minimum and optimizing your overall capital expense can be challenging. This session presents AWS features and services along with disaster recovery architectures that you can leverage when building highly available and disaster-resilient strategies.
Cloud computing is an emerging technology that
offers opportunities for organisations to hire precisely those ICT
services they need (SaaS/PaaS/IaaS). Small and medium sized
enterprises (SMEs) can benefit a lot from software services that
are managed in a professional way. Cloud computing enables
them to overcome restrictions from low budgets and limited
resources for ICT. However, cloud adoption is challenging and
requires a clear cloud roadmap. Organisations lack knowledge of
cloud computing and are usually challenged by the adoption of
cloud services. In most cases, SMEs do not know what aspects
they have to take into consideration for a sound decision in
favour or against the cloud. A cloud readiness assessment is a
general approach to facilitate this decision-making process.
The presented study focuses on the development of an assessment framework for cloud services (SaaS) in the domain of enterprise content management (ECM) and social software (ecollaboration).
With AWS, you can choose the right storage service for the right use case. This session shows the range of AWS choices - object storage to block storage - that are available to you. We include specifics about real-world deployments from customers who are using Amazon S3, Amazon EBS, Amazon Glacier, and AWS Storage Gateway.
Speakers:
Matt McClean, AWS Solutions Architect
In the event of a disaster, you need to be able to recover lost data quickly to ensure business continuity. For critical applications, keeping your time to recover and data loss to a minimum and optimizing your overall capital expense can be challenging. This session presents AWS features and services along with disaster recovery architectures that you can leverage when building highly available and disaster-resilient strategies.
Aurora Serverless: Scalable, Cost-Effective Application Deployment (DAT336) -...Amazon Web Services
Amazon Aurora Serverless is an on-demand, autoscaling configuration for Aurora (MySQL-compatible edition) where the database automatically starts up, shuts down, and scales up or down capacity based on your application's needs. It enables you to run your database in the cloud without managing any database instances. Aurora Serverless is a simple, cost-effective option for infrequent, intermittent, or unpredictable workloads. In this session, we explore these use cases, take a look under the hood, and delve into the future of serverless databases. We also hear a case study from a customer building new functionality on top of Aurora Serverless.
How a Global Healthcare Company Built a Migration Factory to Quickly Move Tho...Amazon Web Services
Setting a goal for your teams to move a large number of workloads to AWS in a short period of time can be a great way to motivate teams to migrate quickly. Cardinal Health created a migration factory composed of teams, tools, and processes that streamlined the movement of workloads from on-premises to AWS. In this session, hear from Cardinal Health about how they used a migration factory to successfully move thousands of applications to the AWS Cloud. In addition, learn best practices for creating an effective migration platform and process in your organization.
By understanding the costs associated with existing application workloads or new ones, AWS' Cloud Economics team helps our large customers around the world develop a sound business case for the cloud. Once the foundations are in place, our customers pay for what they need on AWS, versus paying for what they use. AWS' cost-optimization techniques enhance customers' capabilities to effectively manage their cost and increase ROI.
Architecting for Success: Designing Secure GCP Landing Zone for EnterprisesBhuvaneswari Subramani
GCP Landing Zone serves as a starting point for organizations looking to establish a robust cloud infrastructure on Google Cloud Platform. It provides a pre-defined set of configurations, policies, and resources that ensure consistent deployment standards, security controls, and operational efficiency. With GCP Landing Zone, businesses can accelerate their cloud adoption while maintaining governance and compliance requirements.
When migrating applications to the AWS Cloud, it’s important to architect cloud environments that are efficient, secure, and compliant. Companies depend on critical enterprise applications to run their business. In this session, learn about the compute, storage, and networking services that AWS offers to help you build, run, and scale your business-critical applications more quickly, securely, and cost-efficiently. We also cover the AWS services and partners that are available to help you modernize and migrate your business-critical applications to the cloud.
Learn how Amazon Redshift, our fully managed, petabyte-scale data warehouse, can help you quickly and cost-effectively analyze all your data using your existing business intelligence tools. Get an introduction to how Amazon Redshift uses massively parallel processing and scale-out architecture to ensure compute resources grow with your dataset size, and columnar, direct-attached storage to dramatically reduce I/O time. Learn how top online retailer RetailMeNot moved their largest Vertica cluster on Amazon EC2 to Amazon Redshift. See how they gain insights from clickstream, location, merchant, marketing, and operational data across desktop and mobile properties.
Big Data Analytics Architectural Patterns and Best Practices (ANT201-R1) - AW...Amazon Web Services
In this session, we discuss architectural principles that helps simplify big data analytics.
We'll apply principles to various stages of big data processing: collect, store, process, analyze, and visualize. We'll disucss how to choose the right technology in each stage based on criteria such as data structure, query latency, cost, request rate, item size, data volume, durability, and so on.
Finally, we provide reference architectures, design patterns, and best practices for assembling these technologies to solve your big data problems at the right cost.
Optimizing Costs as You Scale on AWS (ENT302) - AWS re:Invent 2018Amazon Web Services
The cloud offers a first-in-a-career opportunity to constantly optimize your costs as you grow and stay on the leading edge of innovation. By developing a cost-conscious culture and assigning the responsibility for efficiency to the appropriate business owners, you can deliver innovation efficiently and cost effectively. In this session, we share The Vanguard Group’s real-world experience of optimizing their costs, and we review a wide range of cost planning, monitoring, and optimization strategies.
Infographic: AWS vs Azure vs GCP: What's the best cloud platform for enterprise?Veritis Group, Inc
Infographic: AWS vs Azure vs GCP: What's the best cloud platform for enterprise?
Read more: https://www.veritis.com/blog/aws-vs-azure-vs-gcp-the-cloud-platform-of-your-choice/
Whether you are a traditional enterprise exploring migrating workloads to the cloud or are already “all-in” on AWS, performing common tasks of inventory collection, OS patch management, and image creation at scale is increasingly complicated in hybrid infrastructure environments. Amazon EC2 Systems Manager allows you to perform automated configuration and ongoing management of your hybrid environment systems at scale. This session provides an overview of key EC2 Systems Manager capabilities that help you define and track system configurations, prevent drift, and maintain software compliance of your EC2 and on-premises configurations. We will also discuss common use cases for EC2 Systems Manager and give you a demonstration of a hybrid-cloud management scenario.
Aurora Serverless: Scalable, Cost-Effective Application Deployment (DAT336) -...Amazon Web Services
Amazon Aurora Serverless is an on-demand, autoscaling configuration for Aurora (MySQL-compatible edition) where the database automatically starts up, shuts down, and scales up or down capacity based on your application's needs. It enables you to run your database in the cloud without managing any database instances. Aurora Serverless is a simple, cost-effective option for infrequent, intermittent, or unpredictable workloads. In this session, we explore these use cases, take a look under the hood, and delve into the future of serverless databases. We also hear a case study from a customer building new functionality on top of Aurora Serverless.
How a Global Healthcare Company Built a Migration Factory to Quickly Move Tho...Amazon Web Services
Setting a goal for your teams to move a large number of workloads to AWS in a short period of time can be a great way to motivate teams to migrate quickly. Cardinal Health created a migration factory composed of teams, tools, and processes that streamlined the movement of workloads from on-premises to AWS. In this session, hear from Cardinal Health about how they used a migration factory to successfully move thousands of applications to the AWS Cloud. In addition, learn best practices for creating an effective migration platform and process in your organization.
By understanding the costs associated with existing application workloads or new ones, AWS' Cloud Economics team helps our large customers around the world develop a sound business case for the cloud. Once the foundations are in place, our customers pay for what they need on AWS, versus paying for what they use. AWS' cost-optimization techniques enhance customers' capabilities to effectively manage their cost and increase ROI.
Architecting for Success: Designing Secure GCP Landing Zone for EnterprisesBhuvaneswari Subramani
GCP Landing Zone serves as a starting point for organizations looking to establish a robust cloud infrastructure on Google Cloud Platform. It provides a pre-defined set of configurations, policies, and resources that ensure consistent deployment standards, security controls, and operational efficiency. With GCP Landing Zone, businesses can accelerate their cloud adoption while maintaining governance and compliance requirements.
When migrating applications to the AWS Cloud, it’s important to architect cloud environments that are efficient, secure, and compliant. Companies depend on critical enterprise applications to run their business. In this session, learn about the compute, storage, and networking services that AWS offers to help you build, run, and scale your business-critical applications more quickly, securely, and cost-efficiently. We also cover the AWS services and partners that are available to help you modernize and migrate your business-critical applications to the cloud.
Learn how Amazon Redshift, our fully managed, petabyte-scale data warehouse, can help you quickly and cost-effectively analyze all your data using your existing business intelligence tools. Get an introduction to how Amazon Redshift uses massively parallel processing and scale-out architecture to ensure compute resources grow with your dataset size, and columnar, direct-attached storage to dramatically reduce I/O time. Learn how top online retailer RetailMeNot moved their largest Vertica cluster on Amazon EC2 to Amazon Redshift. See how they gain insights from clickstream, location, merchant, marketing, and operational data across desktop and mobile properties.
Big Data Analytics Architectural Patterns and Best Practices (ANT201-R1) - AW...Amazon Web Services
In this session, we discuss architectural principles that helps simplify big data analytics.
We'll apply principles to various stages of big data processing: collect, store, process, analyze, and visualize. We'll disucss how to choose the right technology in each stage based on criteria such as data structure, query latency, cost, request rate, item size, data volume, durability, and so on.
Finally, we provide reference architectures, design patterns, and best practices for assembling these technologies to solve your big data problems at the right cost.
Optimizing Costs as You Scale on AWS (ENT302) - AWS re:Invent 2018Amazon Web Services
The cloud offers a first-in-a-career opportunity to constantly optimize your costs as you grow and stay on the leading edge of innovation. By developing a cost-conscious culture and assigning the responsibility for efficiency to the appropriate business owners, you can deliver innovation efficiently and cost effectively. In this session, we share The Vanguard Group’s real-world experience of optimizing their costs, and we review a wide range of cost planning, monitoring, and optimization strategies.
Infographic: AWS vs Azure vs GCP: What's the best cloud platform for enterprise?Veritis Group, Inc
Infographic: AWS vs Azure vs GCP: What's the best cloud platform for enterprise?
Read more: https://www.veritis.com/blog/aws-vs-azure-vs-gcp-the-cloud-platform-of-your-choice/
Whether you are a traditional enterprise exploring migrating workloads to the cloud or are already “all-in” on AWS, performing common tasks of inventory collection, OS patch management, and image creation at scale is increasingly complicated in hybrid infrastructure environments. Amazon EC2 Systems Manager allows you to perform automated configuration and ongoing management of your hybrid environment systems at scale. This session provides an overview of key EC2 Systems Manager capabilities that help you define and track system configurations, prevent drift, and maintain software compliance of your EC2 and on-premises configurations. We will also discuss common use cases for EC2 Systems Manager and give you a demonstration of a hybrid-cloud management scenario.
This slide deck was presented at #DataOnCloud event New York. DataOnCloud is an invite-only event for CIOs and top IT innovators. DataOnCloud enables key decision makers to discuss about real life adoption scenarios, challenges and best practices for leveraging Big, Small and Line Of Business Data on Cloud.
Aditi Technologies, a 'cloud first' technology services company organized #DataOnCloud, an event series focused on orchestrating data on cloud and navigating the complexity around integration, security, platform selection and technology solutions.
Aditi Technologies partnered with Microsoft for this 2-hour, CXO roundtable event in global technology hubs - London, New York, Seattle and San Diego
The Importance of DataOps in a Multi-Cloud WorldDATAVERSITY
There’s no denying that Cloud has evolved from being an outlying market disruptor to a mainstream method for delivering IT applications and services. In fact, it’s not uncommon to find that Enterprises use the services of more than one cloud at the same time. However, while a multi-cloud strategy offers many benefits, it also increases data management complexity and consequently reduces data availability. This webinar defines the meaning of DataOps and why it’s a crucial component for every multi-cloud approach.
Aws keynote oil and gas calgary industry day - jon guidrozAmazon Web Services
Jon is the head of worldwide Business Development for Energy and Utilities Industries at Amazon Web Services. He presents the State of the Oil and Gas Industry, and how business, engineering, and operations support applications, are solved using the AWS Cloud.
The cloud presents organizations with a new way to deliver IT services. It can significantly lower costs, improve efficiency, and, if implemented well, provide significant competitive advantage. But cloud computing takes a number of forms: private, public hybrid and combinations of these. These options can be confusing in terms of their technical implementations as well as their economics.
This session describes the various types of clouds and major trends in the cloud market. It also looks at the economic issues to consider when making the decision on whether to go with cloud, and if you choose cloud, which path to take.
Cloud computing helps start up companies get off the ground quickly without any capital investment with the ability to scale as the business grows. Established companies can cut cost with cloud computing.
Maximizing Oil and Gas (Data) Asset Utilization with a Logical Data Fabric (A...Denodo
Watch full webinar here: https://bit.ly/3g9PlQP
It is no news that Oil and Gas companies are constantly faced with immense pressure to stay competitive, especially in the current climate while striving towards becoming data-driven at the heart of the process to scale and gain greater operational efficiencies across the organization.
Hence, the need for a logical data layer to help Oil and Gas businesses move towards a unified secure and governed environment to optimize the potential of data assets across the enterprise efficiently and deliver real-time insights.
Tune in to this on-demand webinar where you will:
- Discover the role of data fabrics and Industry 4.0 in enabling smart fields
- Understand how to connect data assets and the associated value chain to high impact domain areas
- See examples of organizations accelerating time-to-value and reducing NPT
- Learn best practices for handling real-time/streaming/IoT data for analytical and operational use cases
Analytics in the Cloud: Getting The Most Out Of Analytics DeploymentsVMware Tanzu
Analytics in the cloud is becoming more popular as organizations look for ways to increase the value of their analytics investments and lower the total cost of ownership (TCO) of their analytics projects. At the same time, organizations may lack the insights required to make the business case for transitioning analytics to the cloud. By understanding the business and technical drivers of cloud analytics platforms and by evaluating the common use cases, organizations can make informed decisions and gain the buy-in they need to leverage analytics in the cloud.
Join Pivotal and EMA to gain insight into how cloud analytics can enhance your organization’s ability to get business value out of data. This web seminar will help organizations understand the value proposition of cloud analytics adoption and provide insights into the following:
- The key drivers of analytics in cloud adoption, including business, technical, and financial
- Perceptions of cloud vs on-premise solutions
- Cloud success factors and business benefits
- The combination of cloud access and open source
- The importance of agility and workloads to create efficient analytics in the cloud environment
- Use cases identifying key success factors
AWS re:Invent 2016: Enterprise IT as a Service: Empowering the Digital Experi...Amazon Web Services
Join Broadspectrum as they share how they achieve their business goals using a cloud-first IT strategy and AWS for "as a Service" deployments. To support new customer projects, Broadspectrum frequently needs to set up new sites or offices. This often requires setting up infrastructure for a specific site for only the duration of the project. Learn how Broadspectrum leverages AWS and Wipro's Boundary Less Data Center Solution to enable on-demand provisioning of "site-in-a-box." Gard Little, analyst from IDC, Stephen Orban, AWS Head of Enterprise Strategy, and Ramesh Nagarajan, SVP of Integrated Services at Wipro, join the discussion. Session sponsored by Wipro.
Similar to Efficiency and Cost Optimization: Rightsizing Cloud Resources with Datadog (20)
AWS Cost Allocation best practices: How high-growth businesses succeedCloudability
Proper AWS cost allocation allows you to find the value and waste in your AWS spending. Learn how a global, high-growth information analytics firm maximizes the strategic benefits of resource tagging linked accounts, and how they reduce waste and optimize their AWS spending.
We cover:
An overview on Linked Accounts & Tagging fundamentals
A customer case study on putting these practices to work to reduce waste and save on AWS
Examples of how to find unallocated costs quickly with key reports
Optimizing AWS S3 storage costs and usageCloudability
Using AWS S3 means paying for more than just storing data. With the right metrics and analysis in place, you can monitor and optimize your S3 usage and improve its cost efficiency.
Finding and eliminating unnecessary EC2 usage can boost efficiency while drastically reducing your AWS costs. But, it's not always clear where to start looking. Join our free webinar to learn our step-by-step process.
The Science of Saving with AWS Reserved InstancesCloudability
Purchasing AWS Reserved Instances can be frustrating. What seems like a simple ROI calculation turns out to be an endless maze of hypotheticals and "what-ifs."
Walk through the science of choosing the right Reserved Instances (RIs), and see how Cloudability's Reserved Instance planner can help make the process more reliable and much less painful.
Mastering the fundamentals of AWS billing 8-20-15Cloudability
To effectively manage your company’s AWS spending, your team needs to understand the intricacies of AWS billing and the various mechanisms available to control your costs.
Topics include:
- The reality of AWS billing
- Cost allocation and chargeback in AWS
- Saving money with Reserved Instances
- Calculating unit costs that show real business value
Creating A Culture Of Cost Management 11-10-15Cloudability
As your organization increases its AWS usage, budget owners and users demand new levels of cost visibility.
Join us as we explore the new Cloudability enterprise toolset for controlling and optimizing AWS spending across multiple teams.
Topics will include:
- An introduction to the new Cloudability enterprise toolset, including report scheduling, custom dashboarding, and more
- Maintaining cost oversight while giving autonomy to individual teams
- Allocating costs across dozens or hundreds of accounts or applications
- Creating accountability around spending
AWS Cost Allocation Using Tags And Linked AccountsCloudability
As AWS usage grows across your company, accurate cost allocation becomes more critical … and more challenging.
AWS provides two powerful tools for segmenting and allocating your AWS costs: tags, and linked accounts. But getting the most out of them requires planning, consistency and buy-in from your team.
In this webinar, we’ll show you the strategies and tools used by some of the largest AWS users in the world to segment, report and control their AWS costs across multiple applications, departments, environments and teams.
Topics include:
- Getting the most out of AWS tags and linked accounts
- Identifying and eliminating untagged resources
- Customizing and automating cost allocation reports
The *New* Science Of Choosing AWS Reserved InstancesCloudability
The new AWS Reserved Instance types have fundamentally changed the way companies are managing their RI portfolios.
New payment options and increased levels of commitment require a more iterative cycle of RI purchases and modifications to ensure that you're spending the right amount now and saving the right amount throughout the life of your RIs.
Join our VP of Product Development, Toban Zolman, as he walks through the tools and strategies you'll need to maximize you RI savings and measure the impact these new RI types have on your company's bottom line.
Topics will include:
- The new mechanics of RIs, including the new Upfront, Partial Upfront, and No Upfront types
- Finding the balance between savings and cashflow
- Reducing needless on-demand spending using Reserved Instances
Finding hidden waste in your AWS infrastructure - 2/11/16Cloudability
Finding and eliminating unnecessary EC2 usage can drastically reduce your AWS costs. But it's not always clear where to start looking.
Join us for this free webinar and learn how to identify opportunities for cutting costs and how to unlock those savings in a step-by-step process.
Topics will include:
- Where to look for likely waste in your infrastructure
- Identifying and downsizing underutilized instances
- Reducing needless on-demand spending using Reserved Instances
As your organization increases its AWS usage, budget owners and users demand new levels of cost visibility.
In this webinar we explored how you can use the new Cloudability enterprise toolset for controlling and optimizing AWS spending across multiple teams.
Topics include:
- An introduction to the new Cloudability enterprise toolset, including report scheduling, custom dashboarding, and more
- Maintaining cost oversight while giving autonomy to individual teams
- Allocating costs across dozens or hundreds of accounts or applications
- Creating accountability around spending
Strategies For Lasting Savings With AWS Reserved InstancesCloudability
Buying AWS Reserved Instances is just the beginning. You need a strategy that will help adjust your reservation portfolio to keep in-line with changes in your AWS usage.
In this session, we'll show you an iterative approach to buying and modifying Reserved Instances that stay aligned with your evolving infrastructure needs over time.
Topics include:
Speeding up your reservation buying process
Leveraging small, frequent purchases and modifications
Building a Reserved-Instance-friendly architecture
Science Of Saving With AWS Reserved Instances - 9/11/14Cloudability
Choosing the right Reserved Instances isn’t an art, it’s a science. Perfecting that science could save you up to 65% on your AWS bill.
In this presentation, you’ll learn the math and science used by thousands of AWS users to optimize their Reserved Instance portfolios.
Topics include:
- Identifying the right Reserved Instances for your company's usage
- Avoiding common Reserved Instance pitfalls
- Maintaining long-term savings as your usage changes
AWS Reserved Instances: Turn your recommendations into purchasesCloudability
See how Cloudability can streamline your Reserved Instance buying process with answers to common questions like:
- Is this a “good” Reserved Instance recommendation?
- Will changes in our usage affect how much we save?
- Will we lose money if AWS changes their pricing?
- Should we buy 1-year or 3-year Reserved Instances?
AWS Reserved Instance modifications allow you to change the type, size and availability zone of your existing reservations to keep up with changes in your infrastructure.
Join us as we walk through the kinds of modifications available and how they work. Then see how Cloudability's Reserved Instance Planner can quickly show you which of your reservations aren't being used and how you should redistribute them.
The Science Behind Choosing AWS Reserved InstancesCloudability
Buying AWS Reserved Instances can cut your AWS costs by up to 65%. But if you don't buy the right reservations, you might end up in the red.
In this deck, Cloudability's VP of Product Development, Toban Zolman, shows you the science and math of choosing the right AWS Reserved Instances for your company.
Learn more at http://cloudability.com
Grabbing The Cloud Cost Tiger By The TailCloudability
At the TAO Tech Leadership Forum on 8/4/13, Cloudability CEO and founder Mat Ellis explained why moving to the cloud makes cost management so much harder, forcing a completely new approach to managing your technology supply chain.
In this presentation, you'll learn the three factors driving this volatility, as well as specific processes and controls that can turn it into a business advantage.
You can learn more about cloud cost management at https://cloudability.com/
Optimizing your cloud spend the right wayCloudability
These days, too many Ops/IT/Dev managers are dealing with frustration and organizational discord around their cloud spending.
In my Cloud Connect talk titled "How to become a Cloud Hero in 5 easy steps", I walked through some of the reasons that cloud budgets and spending management have been so tough for tech managers to tackle and how they can use tools like Cloudability to get it under control.
Want to try Cloudability free? Head over to https://cloudability.com and sign up for a 30-day trial.
Adjusting primitives for graph : SHORT REPORT / NOTESSubhajit Sahu
Graph algorithms, like PageRank Compressed Sparse Row (CSR) is an adjacency-list based graph representation that is
Multiply with different modes (map)
1. Performance of sequential execution based vs OpenMP based vector multiply.
2. Comparing various launch configs for CUDA based vector multiply.
Sum with different storage types (reduce)
1. Performance of vector element sum using float vs bfloat16 as the storage type.
Sum with different modes (reduce)
1. Performance of sequential execution based vs OpenMP based vector element sum.
2. Performance of memcpy vs in-place based CUDA based vector element sum.
3. Comparing various launch configs for CUDA based vector element sum (memcpy).
4. Comparing various launch configs for CUDA based vector element sum (in-place).
Sum with in-place strategies of CUDA mode (reduce)
1. Comparing various launch configs for CUDA based vector element sum (in-place).
Opendatabay - Open Data Marketplace.pptxOpendatabay
Opendatabay.com unlocks the power of data for everyone. Open Data Marketplace fosters a collaborative hub for data enthusiasts to explore, share, and contribute to a vast collection of datasets.
First ever open hub for data enthusiasts to collaborate and innovate. A platform to explore, share, and contribute to a vast collection of datasets. Through robust quality control and innovative technologies like blockchain verification, opendatabay ensures the authenticity and reliability of datasets, empowering users to make data-driven decisions with confidence. Leverage cutting-edge AI technologies to enhance the data exploration, analysis, and discovery experience.
From intelligent search and recommendations to automated data productisation and quotation, Opendatabay AI-driven features streamline the data workflow. Finding the data you need shouldn't be a complex. Opendatabay simplifies the data acquisition process with an intuitive interface and robust search tools. Effortlessly explore, discover, and access the data you need, allowing you to focus on extracting valuable insights. Opendatabay breaks new ground with a dedicated, AI-generated, synthetic datasets.
Leverage these privacy-preserving datasets for training and testing AI models without compromising sensitive information. Opendatabay prioritizes transparency by providing detailed metadata, provenance information, and usage guidelines for each dataset, ensuring users have a comprehensive understanding of the data they're working with. By leveraging a powerful combination of distributed ledger technology and rigorous third-party audits Opendatabay ensures the authenticity and reliability of every dataset. Security is at the core of Opendatabay. Marketplace implements stringent security measures, including encryption, access controls, and regular vulnerability assessments, to safeguard your data and protect your privacy.
Levelwise PageRank with Loop-Based Dead End Handling Strategy : SHORT REPORT ...Subhajit Sahu
Abstract — Levelwise PageRank is an alternative method of PageRank computation which decomposes the input graph into a directed acyclic block-graph of strongly connected components, and processes them in topological order, one level at a time. This enables calculation for ranks in a distributed fashion without per-iteration communication, unlike the standard method where all vertices are processed in each iteration. It however comes with a precondition of the absence of dead ends in the input graph. Here, the native non-distributed performance of Levelwise PageRank was compared against Monolithic PageRank on a CPU as well as a GPU. To ensure a fair comparison, Monolithic PageRank was also performed on a graph where vertices were split by components. Results indicate that Levelwise PageRank is about as fast as Monolithic PageRank on the CPU, but quite a bit slower on the GPU. Slowdown on the GPU is likely caused by a large submission of small workloads, and expected to be non-issue when the computation is performed on massive graphs.
Techniques to optimize the pagerank algorithm usually fall in two categories. One is to try reducing the work per iteration, and the other is to try reducing the number of iterations. These goals are often at odds with one another. Skipping computation on vertices which have already converged has the potential to save iteration time. Skipping in-identical vertices, with the same in-links, helps reduce duplicate computations and thus could help reduce iteration time. Road networks often have chains which can be short-circuited before pagerank computation to improve performance. Final ranks of chain nodes can be easily calculated. This could reduce both the iteration time, and the number of iterations. If a graph has no dangling nodes, pagerank of each strongly connected component can be computed in topological order. This could help reduce the iteration time, no. of iterations, and also enable multi-iteration concurrency in pagerank computation. The combination of all of the above methods is the STICD algorithm. [sticd] For dynamic graphs, unchanged components whose ranks are unaffected can be skipped altogether.
Explore our comprehensive data analysis project presentation on predicting product ad campaign performance. Learn how data-driven insights can optimize your marketing strategies and enhance campaign effectiveness. Perfect for professionals and students looking to understand the power of data analysis in advertising. for more details visit: https://bostoninstituteofanalytics.org/data-science-and-artificial-intelligence/
4. Inform
Visibility &
Allocation
Optimize
Utilization
Operate
Continuous improvement
& operations
Culture
Cloudability is THE platform for FinOps
Transparency
Anomaly Detection
Charge/Showback
Budget & forecast
Container Allocations
Reserved Instances
Rightsizing
Automation
Workload Placement
Governance
Unit Economics
Speed of delivery
Value to the business
5. DevOps + Cloud
Procurement has outsourced their job to engineers. Engineers now spend company money at will and make financial commitments
to cloud providers.
has broken traditional procurement
6. Have you ever taken a test guess at sizing requirements?
7. Opportunity cost: Death by 1,000 paper cuts
1000 - $7.00
Opportunities
7 - $1,000.00
Opportunities
10. You could use CloudWatch, but…
- Measurements natively come from the hypervisor not the guest
- Need a terrible agent or custom memory metrics
- Granularity of collection can vary
- Unable to backfill utilization metrics unlike Datadog
- Doesn’t work across cloud vendors
12. How do I Rightsize?
- Based on 10 or 30 Days
- Historical model of instance types
- Balance Risk vs. Savings
- Filter by your requirements
- Based on use, not averages
- Export of all recommendation data
- Full API support
14. How do I Rightsize?
- Based on 10 or 30 Days
- Historical model of instance types
- Balance Risk vs. Savings
- Filter by your requirements
- Based on use, not averages
- Export of all recommendation data
- Full API support