How legacy market data infrastructure kills innovation
Cloud-Based Market Data Distribution overview
How Cloud APIs drive innovation
Xignite introduction
Moving Market Data to the Cloud - TABB Group and XigniteStephane Dubois
In "Stairway to the Market Data Cloud," Terry Roche, Principal, Head of FinTech Research at Tabb Group and Stephane Dubois, CEO and Founder of cloud-based market data provider Xignite, discuss the drivers that are pushing Capital Markets to migrate to the cloud and debate the benefits of using market data APIs for front and back office applications. View the complete webinar here: https://market-data.xignite.com/On-Demand-Stairway-to-the-Market-Data-Cloud.html
APIs Are Powering Fintech Innovation. What Is Next?Stephane Dubois
Presented at Xignite API World 2016 - San Jose
Look in to the history and role of APIs in Financial services and the Fintech Revolution, assess the current situation in fintech and finserv markets and discuss what the future of APIs in financial services might look like.
What connects BMW’s ultimate driving machines and IoT? Take a look at what went down at HARMAN’s Connected Services’ event, at a BMW performance track and understand how Data, Device and Design; the three key dimensions of disruption are revolutionizing different industries.
IntegrationWorks: Grow Your Business with the API EconomyLara Pascoe
IntegrationWorks is a specialist integration consultancy that delivers expertise in all areas of enterprise integration, from on-premise, to cloud and hybrid systems through ESB's, API's, B2B platforms and robust integration architectures. We are headquartered in New Zealand with offices in Australia and planning offices shortly in the United Kingdom and United States.
Our expertise includes delivery of Enterprise Application Programming Interfaces (API), Service Oriented Architecture (SOA), and MicroServices Architecture (MSA). These are all deployed in Enterprise Application Integration (EAI), Enterprise Service Bus (ESB), and Business To Business (B2B) based patterns.
Moving Market Data to the Cloud - TABB Group and XigniteStephane Dubois
In "Stairway to the Market Data Cloud," Terry Roche, Principal, Head of FinTech Research at Tabb Group and Stephane Dubois, CEO and Founder of cloud-based market data provider Xignite, discuss the drivers that are pushing Capital Markets to migrate to the cloud and debate the benefits of using market data APIs for front and back office applications. View the complete webinar here: https://market-data.xignite.com/On-Demand-Stairway-to-the-Market-Data-Cloud.html
APIs Are Powering Fintech Innovation. What Is Next?Stephane Dubois
Presented at Xignite API World 2016 - San Jose
Look in to the history and role of APIs in Financial services and the Fintech Revolution, assess the current situation in fintech and finserv markets and discuss what the future of APIs in financial services might look like.
What connects BMW’s ultimate driving machines and IoT? Take a look at what went down at HARMAN’s Connected Services’ event, at a BMW performance track and understand how Data, Device and Design; the three key dimensions of disruption are revolutionizing different industries.
IntegrationWorks: Grow Your Business with the API EconomyLara Pascoe
IntegrationWorks is a specialist integration consultancy that delivers expertise in all areas of enterprise integration, from on-premise, to cloud and hybrid systems through ESB's, API's, B2B platforms and robust integration architectures. We are headquartered in New Zealand with offices in Australia and planning offices shortly in the United Kingdom and United States.
Our expertise includes delivery of Enterprise Application Programming Interfaces (API), Service Oriented Architecture (SOA), and MicroServices Architecture (MSA). These are all deployed in Enterprise Application Integration (EAI), Enterprise Service Bus (ESB), and Business To Business (B2B) based patterns.
Best practices process, including how to develop the IoT Concept. Design of your Business Model and End to End Scenario. Case study with Tennant Manufacturing.
Building a Transformational Partner Business for the Enterprise – Stephen Orb...Amazon Web Services
Enterprises need AWS partners to help them transform their businesses and utilize the advantages that cloud provides in creating business value. AWS will share with partners the business best practices, programs and resources for building and growing AWS-based solutions and services that address the needs of the enterprise. We will share with you the cloud perspective from the CIO point of view, from former CIO of Dow Jones, Stephen Orban. At Dow Jones, Orban introduced modern software development methodologies, reduced costs, and administered a cloud first policy by leveraging AWS and other SaaS partners. You will learn what the C-level needs from AWS partners and what will make you stand out as a transformational partner.
Data API as a Foundation for Systems of EngagementVictor Olex
From the creators of SlashDB (http://www.slashdb.com).
Enterprise evolution to Systems of Engagement will only succeed if they can leverage existing Systems of Record - databases. But database content can be difficult to discover and share.
We are introducing the idea of Resource Oriented Architecture as a foundation for building enterprise systems of engagement. ROA is a data abstraction layer (API), which uses URLs as references to the data at source (database).
- Triumph over data silos
- Enable data science and self-service reporting
- Develop enterprise mobile applications
En presentation om IBM MessageSight som erbjuder skalbar konnektivitet.
Läs mer om Utveckling och sammankoppling för mobila enheter (http://www-03.ibm.com/software/products/sv/category/SWL00)
Monitor your car from the cloud! DIY Telematics and the Internet of ThingsTom Gersic
My Dreamforce session on DIY Telematics for OBD-II with a Raspberry Pi.
What if your car was connected to the Cloud, and had been logging sensor data for the past 30 days? What if it could automatically file a Case with your local dealership with the Diagnostic Trouble Codes from your car and all that log data attached? What if the Service department could give you a call to schedule an appointment to get it fixed, so you don’t even have to remember to call them? Since they have all the automotive log information they need to diagnose the problem before you even show up, they can even tell you what’s wrong over the phone and quote you an estimate for the repair.
Here’s a Raspberry Pi DIY project that does just that.
More info at: http://gersic.com/ive-connected-my-car-to-salesforce-com/
Watch recording: http://www.mulesoft.com/webinars/cloudhub/how-splunk-connects-salesforce
What if you could streamline and automate your business processes like quote to cash? Hear how Splunk is connecting Salesforce and NetSuite with MuleSoft from Christopher Nelson, Senior Director of IT Business Applications at Splunk. Chris Purpura, VP of Business Development at MuleSoft will show you how the Anypoint Platform from MuleSoft allows you to manage your complete business with Salesforce by unlocking your back office data through integration.
You will learn how to:
Connect Salesforce to back office applications like SAP, Oracle and NetSuite
Modernize and automate processes like quote to cash and order fulfillment
Get up and running quickly to increase time to value and ability to process orders
Maximize the value of your IT investments through integration
Discover here the keynote at the Gartner ITxpo of Helmut Reisinger, CEO at Orange Business Services.
How can you accelerate the convergence of OT and IT teams, systems and data to create new value with IoT- and AI-enabled business processes and products? This session will help you overcome data integration, analytics and connectivity challenges to combat new cybersecurity threats that come from linking your production systems and supply chains via the Internet.
Telcos are facing mounting pressure to dramatically increase speed to market and cut costs. But how?
What if you could go to market in half the time using prebuilt libraries of telco offerings—and leveraging the cloud to lower costs?
In this presentation, find out how Capgemini’s end-to-end solution for telcos uses a hybrid cloud and the Oracle Communications Rapid Offer Design and Order Delivery (Oracle Communications RODOD) stack to provide a competitive edge in today’s tough, dynamic environment.
Learn how to accelerate digital transformation, increase agility, and simplify business to better respond to customer expectations and address growth opportunities. See a concrete demonstration of the solution and its best-in-class CX capabilities, processes, and deployment and run services.
First presented at Oracle OpenWorld 2015.
Companies must find a way to join both paths and view the transition to digital as a unified journey, with the end goal clearly defined, then utilize APIs to help them get there faster. The question then becomes, how can companies and developers leverage ESBs, APIs, and a Fast Data platform to cultivate innovation?
In my session at 19th Cloud Expo (Nov 2016), I explored this topic further, highlighting specific use cases and the true value that can be gained from the cloud and APIs in this quest
In recent months, many customers have been asking us the question – how to monetise Open APIs, simplify Fintech integrations and accelerate adoption of various Open Banking business models. Therefore, AWS and FinConecta would like to invite you to Open Finance marketplace presentation on October 20th.
Event Agenda :
Open banking so far (short recap)
• PSD2, OB UK, OB Australia, OB LATAM, OB Israel
Intro to Open Finance marketplace
• Scope
• Features
• Tech overview and Demo
The role of the Cloud
The Future of APIs
• Complying with regulation
• Monetizing data / APIs
• Business models
• Time to market
One platform for all: a Strategic approach
Q&A
The Industrial Internet of Things and Industry 4.0 promises the next revolution for manufacturing. In this presentation you will have an overview on how AWS Cloud helps manufacturers digitally transform in multiple process areas to improve business operations.
NoSQL in Practice with TIBCO: Real World Use Cases and Customer Success Stori...Kai Wähner
NoSQL is not just about different storage alternatives such as document store, key value store, graphs or column-based databases. The hardware is also getting much more important. Besides common disks and SSDs, enterprises begin to use in-memory storages more and more because a distributed in-memory data grid provides very fast data access and update. While its performance will vary depending on multiple factors, it is not uncommon to be 100 times faster than corresponding database implementations. For this reason and others described in this session, in-memory computing is a great solution for lifting the burden of big data, reducing reliance on costly transactional systems, and building highly scalable, fault-tolerant applications. The session begins with a short introduction to in-memory computing. Afterwards, different frameworks and product alternatives are discussed for implementing in-memory solutions. Finally, the main part of this session shows several different real world uses cases where in-memory computing delivers business value by supercharging the infrastructure, e.g. to accelerate services, handle spikes in processing or ensure fault tolerance and disaster recovery.
A lot of in-memory data grid products are available. TIBCO ActiveSpaces, Oracle Coherence, Infinispan, IBM WebSphere eXtreme Scale, Hazelcast, Gigaspaces, GridGain, Pivotal Gemfire to name most of the important ones.
Telco2 business models and opportunities briefing may 2013Simon Torrance
From the Telco 2.0 Initiative (www.telco2research.com): Next generation telco business models and strategic growth opportunities. Latest core slide set. Contact@telco2.net
Hewlett Packard Enterprise View on Going Big with API Management - Applicatio...CA Technologies
Companies of every size have been disrupted by new business models, new digital devices and new forms of connectivity. But it is the largest enterprises that face the greatest challenges when it comes to integrating their vast legacy architectures with new systems of engagement and innovation that consumers now demand. In this session, Terry White, Fellow and Chief Technologist, Enterprise Services Applications and Business Services at Hewlett Packard Enterprise, will bring more than 30 years of perspective to a discussion on how critical APIs are as a catalyst for legacy application transformation and migration to the cloud. Terry will also cover the importance of being able to manage and secure those APIs to avoid massive service disruptions and security breaches.
For more information, please visit http://cainc.to/Nv2VOe
To view recording of this webinar please use the below URL:
http://wso2.com/library/webinars/2015/06/envisioning-the-future-enterprise/
This webinar will focus on the evolution of a new technology platform. It will discuss the role of the following areas in the future enterprise:
Micro services
API management
Publish/subscribe event driven platforms for IoT
New protocols
Big data
Best practices process, including how to develop the IoT Concept. Design of your Business Model and End to End Scenario. Case study with Tennant Manufacturing.
Building a Transformational Partner Business for the Enterprise – Stephen Orb...Amazon Web Services
Enterprises need AWS partners to help them transform their businesses and utilize the advantages that cloud provides in creating business value. AWS will share with partners the business best practices, programs and resources for building and growing AWS-based solutions and services that address the needs of the enterprise. We will share with you the cloud perspective from the CIO point of view, from former CIO of Dow Jones, Stephen Orban. At Dow Jones, Orban introduced modern software development methodologies, reduced costs, and administered a cloud first policy by leveraging AWS and other SaaS partners. You will learn what the C-level needs from AWS partners and what will make you stand out as a transformational partner.
Data API as a Foundation for Systems of EngagementVictor Olex
From the creators of SlashDB (http://www.slashdb.com).
Enterprise evolution to Systems of Engagement will only succeed if they can leverage existing Systems of Record - databases. But database content can be difficult to discover and share.
We are introducing the idea of Resource Oriented Architecture as a foundation for building enterprise systems of engagement. ROA is a data abstraction layer (API), which uses URLs as references to the data at source (database).
- Triumph over data silos
- Enable data science and self-service reporting
- Develop enterprise mobile applications
En presentation om IBM MessageSight som erbjuder skalbar konnektivitet.
Läs mer om Utveckling och sammankoppling för mobila enheter (http://www-03.ibm.com/software/products/sv/category/SWL00)
Monitor your car from the cloud! DIY Telematics and the Internet of ThingsTom Gersic
My Dreamforce session on DIY Telematics for OBD-II with a Raspberry Pi.
What if your car was connected to the Cloud, and had been logging sensor data for the past 30 days? What if it could automatically file a Case with your local dealership with the Diagnostic Trouble Codes from your car and all that log data attached? What if the Service department could give you a call to schedule an appointment to get it fixed, so you don’t even have to remember to call them? Since they have all the automotive log information they need to diagnose the problem before you even show up, they can even tell you what’s wrong over the phone and quote you an estimate for the repair.
Here’s a Raspberry Pi DIY project that does just that.
More info at: http://gersic.com/ive-connected-my-car-to-salesforce-com/
Watch recording: http://www.mulesoft.com/webinars/cloudhub/how-splunk-connects-salesforce
What if you could streamline and automate your business processes like quote to cash? Hear how Splunk is connecting Salesforce and NetSuite with MuleSoft from Christopher Nelson, Senior Director of IT Business Applications at Splunk. Chris Purpura, VP of Business Development at MuleSoft will show you how the Anypoint Platform from MuleSoft allows you to manage your complete business with Salesforce by unlocking your back office data through integration.
You will learn how to:
Connect Salesforce to back office applications like SAP, Oracle and NetSuite
Modernize and automate processes like quote to cash and order fulfillment
Get up and running quickly to increase time to value and ability to process orders
Maximize the value of your IT investments through integration
Discover here the keynote at the Gartner ITxpo of Helmut Reisinger, CEO at Orange Business Services.
How can you accelerate the convergence of OT and IT teams, systems and data to create new value with IoT- and AI-enabled business processes and products? This session will help you overcome data integration, analytics and connectivity challenges to combat new cybersecurity threats that come from linking your production systems and supply chains via the Internet.
Telcos are facing mounting pressure to dramatically increase speed to market and cut costs. But how?
What if you could go to market in half the time using prebuilt libraries of telco offerings—and leveraging the cloud to lower costs?
In this presentation, find out how Capgemini’s end-to-end solution for telcos uses a hybrid cloud and the Oracle Communications Rapid Offer Design and Order Delivery (Oracle Communications RODOD) stack to provide a competitive edge in today’s tough, dynamic environment.
Learn how to accelerate digital transformation, increase agility, and simplify business to better respond to customer expectations and address growth opportunities. See a concrete demonstration of the solution and its best-in-class CX capabilities, processes, and deployment and run services.
First presented at Oracle OpenWorld 2015.
Companies must find a way to join both paths and view the transition to digital as a unified journey, with the end goal clearly defined, then utilize APIs to help them get there faster. The question then becomes, how can companies and developers leverage ESBs, APIs, and a Fast Data platform to cultivate innovation?
In my session at 19th Cloud Expo (Nov 2016), I explored this topic further, highlighting specific use cases and the true value that can be gained from the cloud and APIs in this quest
In recent months, many customers have been asking us the question – how to monetise Open APIs, simplify Fintech integrations and accelerate adoption of various Open Banking business models. Therefore, AWS and FinConecta would like to invite you to Open Finance marketplace presentation on October 20th.
Event Agenda :
Open banking so far (short recap)
• PSD2, OB UK, OB Australia, OB LATAM, OB Israel
Intro to Open Finance marketplace
• Scope
• Features
• Tech overview and Demo
The role of the Cloud
The Future of APIs
• Complying with regulation
• Monetizing data / APIs
• Business models
• Time to market
One platform for all: a Strategic approach
Q&A
The Industrial Internet of Things and Industry 4.0 promises the next revolution for manufacturing. In this presentation you will have an overview on how AWS Cloud helps manufacturers digitally transform in multiple process areas to improve business operations.
NoSQL in Practice with TIBCO: Real World Use Cases and Customer Success Stori...Kai Wähner
NoSQL is not just about different storage alternatives such as document store, key value store, graphs or column-based databases. The hardware is also getting much more important. Besides common disks and SSDs, enterprises begin to use in-memory storages more and more because a distributed in-memory data grid provides very fast data access and update. While its performance will vary depending on multiple factors, it is not uncommon to be 100 times faster than corresponding database implementations. For this reason and others described in this session, in-memory computing is a great solution for lifting the burden of big data, reducing reliance on costly transactional systems, and building highly scalable, fault-tolerant applications. The session begins with a short introduction to in-memory computing. Afterwards, different frameworks and product alternatives are discussed for implementing in-memory solutions. Finally, the main part of this session shows several different real world uses cases where in-memory computing delivers business value by supercharging the infrastructure, e.g. to accelerate services, handle spikes in processing or ensure fault tolerance and disaster recovery.
A lot of in-memory data grid products are available. TIBCO ActiveSpaces, Oracle Coherence, Infinispan, IBM WebSphere eXtreme Scale, Hazelcast, Gigaspaces, GridGain, Pivotal Gemfire to name most of the important ones.
Telco2 business models and opportunities briefing may 2013Simon Torrance
From the Telco 2.0 Initiative (www.telco2research.com): Next generation telco business models and strategic growth opportunities. Latest core slide set. Contact@telco2.net
Hewlett Packard Enterprise View on Going Big with API Management - Applicatio...CA Technologies
Companies of every size have been disrupted by new business models, new digital devices and new forms of connectivity. But it is the largest enterprises that face the greatest challenges when it comes to integrating their vast legacy architectures with new systems of engagement and innovation that consumers now demand. In this session, Terry White, Fellow and Chief Technologist, Enterprise Services Applications and Business Services at Hewlett Packard Enterprise, will bring more than 30 years of perspective to a discussion on how critical APIs are as a catalyst for legacy application transformation and migration to the cloud. Terry will also cover the importance of being able to manage and secure those APIs to avoid massive service disruptions and security breaches.
For more information, please visit http://cainc.to/Nv2VOe
To view recording of this webinar please use the below URL:
http://wso2.com/library/webinars/2015/06/envisioning-the-future-enterprise/
This webinar will focus on the evolution of a new technology platform. It will discuss the role of the following areas in the future enterprise:
Micro services
API management
Publish/subscribe event driven platforms for IoT
New protocols
Big data
Guiding Principles for the Low Code Revolution – Intuit QuickBase EMPOWER2015...QuickBase, Inc.
In an environment of increasing digital transformation, technology leaders are supporting teams that require solutions in days or weeks, not months.
Low-code platforms are now on the rise to help you keep pace with this trend, your competitors, and your employees.
Understand the limitations and implications of traditional software delivery
Learn how low-code platforms are changing the game by increasing the pace of app delivery and experimentation, lowering start-up costs, and empowering end users to build on their own while adhering to IT governance
Hear best-in-class practices for evaluating low-code platforms and organizing your technology resources to achieve success
Enterprises that are embracing cloud computing are interested in driving fundamental changes in their business so they can compete in the future. IT transformation, enabled by cloud adoption, is a key component of this future success—from tighter alignment with business unit stakeholders to increased agility and pace of innovation. In this session, we explore the potential for transformation that comes with cloud adoption and discuss how some of the world’s leading enterprises were able to transform. We also explore organizational and technology best practices that you can implement to support transformation in your organization.
apidays LIVE Australia 2021 - A cloud-native approach for open banking in act...apidays
apidays LIVE Australia 2021 - Accelerating Digital
September 15 & 16, 2021
A cloud-native approach for open banking in action
Rafael Marins, Principal Product Marketing Manager at Red Hat
(Diapositivas de presentación son en inglés.)
El uso del cloud en entornos empresariales representa una gran oportunidad. En esta sesión hablaremos de como grandes corporaciones están definiendo las mejores practicas para organizar y acelerar la adopción de la nube en entornos complejos en colaboración con AWS.
To view recording of the webinar please use below URL:
http://wso2.com/library/webinars/2015/08/wso2-integration-platform-vision-and-roadmap/
In this webinar, John Mathon, vice president of enterprise evangelism at WSO2, and Senaka Fernando, solutions architect at WSO2, will talk to you about
WSO2’s vision in becoming the world’s #1 middleware platform provider
Its roadmap - introducing some of the exciting new products that are lined up for release in the next few months
Our experiences with some of the world’s leading enterprises that are adopting the WSO2 platform and why they chose WSO2 over any other vendor
This talk is about data-driven transformation and its contribution to Digital transformation. The first part shows the necessity to adopt the "software revolution" to adapt constantly to the customer’s environment. I then speak about " Exponential Information Systems" that the the foundation for the data-driven ambitions : Enterprise-wide flows, Customer-time data freshness, Future-proof unified semantics, etc.
The last part talks about Exponential Technologies, such as Artificial intelligence and machine learning, to drive more value from data
Extending open source and hybrid cloud to drive OT transformation - Future Oi...John Archer
A look at ESG concerns and agility needed to address pressures to transform energy organizations with decarbonization. Presented to Future Oil and Gas conference November 2021
Attend to learn from our experts about ways to improve you IT Operational Intelligence by using Splunk for troubleshooting, monitoring and service-level visibility. In this hands-on session we will cover recommended approaches for end-to-end troubleshooting and monitoring across applications, OSes, and devices to resolve problems faster, reduce downtime and improve user satisfaction and customer retention. Topics will include: monitoring critical services, using commonly deployed apps and TAs to gather data for IT infrastructure uses, and using of pre-made dashboard panels to quickly build dashboards for monitoring your environment.
Watch here: https://bit.ly/2D1fqB6
Today’s evolving data landscape has spawned new business challenges that require innovative solutions. These challenges include:
- Strategic decision-making, which relies on multiple perspectives such as social and economic factors that require combining internal and external data.
- Accounting for the increased volume and structural complexity of today’s data, and increased frequency required in delivering data assets.
- Coping with data silos that house data that must be combined and provisioned to support decision-making.
- Exposing purpose-built analytics, such as supply chain, for consumption in order to expedite decision-making.
Attend this session to learn how Data as a Service, fueled by data virtualization, overcomes these common challenges from the three dimensions of:
- Provisioning information-rich external data assets,
- Connecting data silos, and
- Enabling pre-built and packaged analytics.
Watch full webinar here: https://bit.ly/3mdj9i7
You will often hear that "data is the new gold"? In this context, data management is one of the areas that has received more attention from the software community in recent years. From Artificial Intelligence and Machine Learning to new ways to store and process data, the landscape for data management is in constant evolution. From the privileged perspective of an enterprise middleware platform, we at Denodo have the advantage of seeing many of these changes happen.
In this webinar, we will discuss the technology trends that will drive the enterprise data strategies in the years to come. Don't miss it if you want to keep yourself informed about how to convert your data to strategic assets in order to complete the data-driven transformation in your company.
Watch this on-demand webinar as we cover:
- The most interesting trends in data management
- How to build a data fabric architecture?
- How to manage your data integration strategy in the new hybrid world
- Our predictions on how those trends will change the data management world
- How can companies monetize the data through data-as-a-service infrastructure?
- What is the role of voice computing in future data analytic
Similar to How Cloud Based Market Data Enables Innovation (20)
Chatty Kathy - UNC Bootcamp Final Project Presentation - Final Version - 5.23...John Andrews
SlideShare Description for "Chatty Kathy - UNC Bootcamp Final Project Presentation"
Title: Chatty Kathy: Enhancing Physical Activity Among Older Adults
Description:
Discover how Chatty Kathy, an innovative project developed at the UNC Bootcamp, aims to tackle the challenge of low physical activity among older adults. Our AI-driven solution uses peer interaction to boost and sustain exercise levels, significantly improving health outcomes. This presentation covers our problem statement, the rationale behind Chatty Kathy, synthetic data and persona creation, model performance metrics, a visual demonstration of the project, and potential future developments. Join us for an insightful Q&A session to explore the potential of this groundbreaking project.
Project Team: Jay Requarth, Jana Avery, John Andrews, Dr. Dick Davis II, Nee Buntoum, Nam Yeongjin & Mat Nicholas
Unleashing the Power of Data_ Choosing a Trusted Analytics Platform.pdfEnterprise Wired
In this guide, we'll explore the key considerations and features to look for when choosing a Trusted analytics platform that meets your organization's needs and delivers actionable intelligence you can trust.
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.
Enhanced Enterprise Intelligence with your personal AI Data Copilot.pdfGetInData
Recently we have observed the rise of open-source Large Language Models (LLMs) that are community-driven or developed by the AI market leaders, such as Meta (Llama3), Databricks (DBRX) and Snowflake (Arctic). On the other hand, there is a growth in interest in specialized, carefully fine-tuned yet relatively small models that can efficiently assist programmers in day-to-day tasks. Finally, Retrieval-Augmented Generation (RAG) architectures have gained a lot of traction as the preferred approach for LLMs context and prompt augmentation for building conversational SQL data copilots, code copilots and chatbots.
In this presentation, we will show how we built upon these three concepts a robust Data Copilot that can help to democratize access to company data assets and boost performance of everyone working with data platforms.
Why do we need yet another (open-source ) Copilot?
How can we build one?
Architecture and evaluation
Analysis insight about a Flyball dog competition team's performanceroli9797
Insight of my analysis about a Flyball dog competition team's last year performance. Find more: https://github.com/rolandnagy-ds/flyball_race_analysis/tree/main
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.
4. How Infrastructure Eats Innovation
Much Time and Effort is Spent
Building Up Infrastructure & Integration
Design
Source Data
Provision
Rack Space
Acquire
Hardware
Configure
Hardware
Deploy
Hardware
Source
Connectivity
Provision
Connectivity
Test
Connectivity
Install
Database
Test
Feed/Files
Process
Feeds/Files
Load
Database
Sync
database
Test Data
Integrity
Implement
Redundancy
Provision for
Scalability
Implement
Monitoring
Integrate Data
Test
Leaving Little Time for
Design and Innovation
Data Infrastructure Design Other
5. Slow Time To Market Kills Innovation
Source: Lessons from the App Masters. Apigee Institute. 2015
8. The World of
Delayed/EOD Data
The World of
Real-Time Data
The World of
Low Latency
The World of
Delayed/EOD Data
The World of
Real-Time Data
The World of
Low Latency
Cloud APIs Can Replace Legacy
Legacy Data Distribution Landscape
106
105
104
103
100
10
1
10-6 10-5 10-4 10-3 0.01 0.1 1 10 100 103 104
New Market Data Distribution Landscape
10-6 10-5 10-4 10-3 0.01 0.1 1 10 100 103 104
Latency (sec)
Frequency(updates/sec)
Low Latency
Feeds
Cloud APIs
Low Latency
Feeds
Real-Time
Feeds
EOD
Files
Delayed
Feeds
Terminals
9. How APIs Help Innovation
Easy, Zero Footprint APIs
Simplify Application Development
Design
Source Data Integrate Data
Test
And Free Time and
Resources For Innovation
Data Infrastructure Design Other
10. Benefits
Reducing Costs
• Eliminate inhouse hardware and software
• Mutualize infrastructure
• Remove vendor lock-in
• Improve controls and reduce spend
Driving Innovation
• Simplify and peed development
• Ease access to information
• Enable focus on business value
• Helps improve user experience
10
11. The Solution: Market Data Cloud
11
Mutualized Data
No Infrastructure
Lower Costs
Rapid Time to Market
Painless Deployment
Easy Innovation
Control over Data
Optimization of Spend
Usage Transparency
Cloud Data
APIs
Cloud Data
Distribution
Digital Channels Enterprise & EDM Systems
Hosted DataLicensed Data
Emulated APIsOpen APIs
Investment
Analytics
Trading &
Capital Markets
Compliance &
Risk
Wealth
Management
Reporting &
Accounting
Mid-Office Back-OfficeFront-Office
12. Innovation Track Record
Robo-Advisors & Robo-Platforms
Brokerage & Trading
Media
Retirement
Investor Reporting, IR & HR
Lending & Payments
Wealth & Portfolio Management
Compliance
Horizontal Enterprise Applications
Terminals
IoTE-Commerce Enterprise Financial Reporting
Research & Analytics
Social & Analytics
Search Engines
Back-Office & Processing
13. Enterprise
Systems
Digital
Channels
Two-Prong Cloud Adoption Strategy
Investment
Analytics
Trading &
Capital Markets
Compliance &
Risk
Wealth
Management
Reporting &
Accounting
Mid-Office Back-OfficeFront-Office
DRIVE INNOVATION
Use Cloud APIS to power next-generation digital channel and
work your way through the front and mid-office application stack.
GAIN CONTROL
Centralize your reference data in the cloud and use emulated
APIs to control the distribution of data to legacy systems.
14. Example: Wealth Management Application
Integrate disparate sources
Multiple data types
Inconsistent legacy technologies
Inconsistent symbologies
Complex programming
Tons of infrastructure
Infrastructure re-caching
Internal provisioning issues
Large capex and opex
14
TRADITIONAL APPROACH: INTEGRATE MULTIPLE SOURCES
ColocationColocation
EXCHANGES VENDORS
Databases
Handlers
Databases
Analytics Engines
Databases
Tick Databases
App Servers
Cache Servers
Fanout Servers
Messaging Servers
Processing Engines
Search Engines
Handlers
Feeds Files
Proprietary
Processing Engines
Vendor Proprietary
Servers
Redundancy
Compliance
Silos
Personnel
Upgrades
Lock-in
Point to Point
Legacy
Historical Master Fundamental Real-Time
15. Historical Master Fundamental Real-Time
Example: Wealth Management Application
15
TRADITIONAL APPROACH: INTEGRATE MULTIPLE SOURCES
ColocationColocation
EXCHANGES VENDORS
Databases
Handlers
Databases
Analytics Engines
Databases
Tick Databases
App Servers
Cache Servers
Fanout Servers
Messaging Servers
Processing Engines
Search Engines
Handlers
Feeds Files
Proprietary
Processing Engines
Vendor Proprietary
Servers
Redundancy
Compliance
Silos
Personnel
Upgrades
Lock-in
Point to Point
Legacy
NEW APPROACH: CLOUD INTEGRATION
Simple REST APIs
Quick integration
One-Stop-Shop
Consistent behavior
Consistent symbology
No capex, no worries
Realtime
Data
APIs
Fundamental
APIs
Historical
Data
APIs Master
Data
APIs
16. Example: Streaming Data To Mobile Users
Tons of infrastructure
Peak activity scaling
Software licensing
Custom processing
Complex programming
6-12 months lead-time
Scaling buildup lead time
Monitoring required
Large capex and opex
16
TRADITIONAL APPROACH: IN HOUSE
ColocationColocation
EXCHANGES VENDORS
Databases
Handlers
Databases
Analytics Engines
Databases
Tick Databases
App Servers
Cache Servers
Fanout Servers
Messaging Servers
Processing Engines
Search Engines
Handlers
Feeds Files
Proprietary
Processing Engines
Vendor Proprietary
Servers
Redundancy
Compliance
Silos
Personnel
Upgrades
Lock-in
Point to Point
Legacy
17. ColocationColocation
EXCHANGES VENDORS
Databases
Handlers
Databases
Analytics Engines
Databases
Tick Databases
App Servers
Cache Servers
Fanout Servers
Messaging Servers
Processing Engines
Search Engines
Handlers
Feeds Files
Proprietary
Processing Engines
Vendor Proprietary
Servers
Redundancy
Compliance
Silos
Personnel
Upgrades
Lock-in
Point to Point
Legacy
HTTP-based API
Deploy instantly
Straight to device
High reliability
Scalable to millions
No capex, no worries
NEW APPROACH: CLOUDSTREAMINGTRADITIONAL APPROACH: IN HOUSE
17
CloudStreaming
Example: Streaming Data To Mobile Users
18. Example: Engaging Clients with Market Alerts
Tons of infrastructure
Huge amounts of data to process
Significant integration effort
Peak scaling challenges
Complex programming
6-12 months minimum lead time
Hard to expand
Monitoring required
Large capex and opex
18
TRADITIONAL APPROACH: IN HOUSE
ColocationColocation
EXCHANGES VENDORS
Databases
Handlers
Databases
Analytics Engines
Databases
Tick Databases
App Servers
Cache Servers
Fanout Servers
Messaging Servers
Processing Engines
Search Engines
Handlers
Feeds Files
Proprietary
Processing Engines
Vendor Proprietary
Servers
Redundancy
Compliance
Silos
Personnel
Upgrades
Lock-in
Point to Point
Legacy
Capture
Rules
Process
Rules
Cross Market
Data
Notify Clients
19. Example: Engaging Clients with Market Alerts
19
TRADITIONAL APPROACH: IN HOUSE
ColocationColocation
EXCHANGES VENDORS
Databases
Handlers
Databases
Analytics Engines
Databases
Tick Databases
App Servers
Cache Servers
Fanout Servers
Messaging Servers
Processing Engines
Search Engines
Handlers
Feeds Files
Proprietary
Processing Engines
Vendor Proprietary
Servers
Redundancy
Compliance
Silos
Personnel
Upgrades
Lock-in
Point to Point
Legacy
Capture
Rules
Process
Rules
Cross Market
Data
Notify Clients
Easy REST API
Call-Back APIs
Deploy instantly
Flexible Alerts
Scalable to millions
No capex, no worries
NEW APPROACH: CLOUDALERTS
CloudAlerts
Internal Systems
20. Xignite: What We Do
Vision: Empower and inspire the future of finance.
Mission: We make market data easy. Period.
API API API
API API API
API API API
API API API
API API API
API API API
API API API
Unified Cloud Solution
Control
Scale
Integrate
Simplify
Market Data CloudLegacy Data Sources
Developers &
Applications
20
21. Xignite Differentiators
Any Delivery
CloudAPIs,
CloudStreaming,
CloudAlerts,
CloudFiles,
CloudWidgets
Any Asset Class
Equities, Funds,
Fixed Income,
Options, Futures,
Forex, FX, Credit
Any Frequency
Real-time, Delayed,
End-of-Day,
Historical
Any Data Type
Quotes, Valuation,
Fundamentals,
Master, Ticks &
Bars, Analytics, etc.
Any Market
NORTHAM, EMEA,
LATAM, APAC
Any Licensing
Exchange, Licensed,
Proprietary,
Contributed, Hosted
40B 71B
140B
457B
1.5T
2012 2013 2014 2015 2016
Historical Usage
(API Requests/Year)
Ease of Use Integration Scalability
21
24. Multiple Delivery Methods
CloudAPIs
• HTTP REST
APIs
• XML, JSON,
CSV
•For most apps
CloudFiles
• FTP/SFTP Files
• XML/CSV output
• For large data
sets
CloudStreaming
• HTTP Streaming
• JSON patch
• Stream to device
CloudWidgets
• HTML5
Widgets
• Web Insertion
• For web sites
CloudAlerts
• Rule-based
Alerts
• Via API call-
backs
• For high
volumes
CloudAddin
• Simple Paradigm
• Easy Excel Add-
in
• For end users
24
25. About Xignite
Making Market Data Easy
• Cloud-based market data solutions
• Targeting fintech and financial services
• 1000+ customers in 55 countries
Track Record of Innovation
• 1st commercial API ever
• 1st to bring market data to the public Cloud
• 1st cloud-based market data distribution
• 1st market data API to reach 1 trillion hits/year
Proven & Fast-Growing
• 55 employees
• Offices in San Mateo and New York City
• VC-Backed - $37M raised in 3 rounds
• Funded in 2006
BNY Mellon WTC Trading Floor Displays, New York City – Powered by Xignite
26. 26
Webinar Recap
On Demand
• A recording of today’s webinar will be available on-demand.
• An email will be sent next week with details to access the replay.
Presentation Slides
• The slides will be sent to all attendees via email next week.
Q&A
• Please feel free to submit any questions now.
• We will answer as many as possible and aggregate the Q&A to be emailed next
week.