Automating Offline Mobile Map Updates - Leveraging FME to Update Offline Area...Safe Software
Purpose – Update data used in several ArcGIS online maps used offline by remote field crews.
The Challenge – The client needs to utilize ESRI’s offline capabilities as part of field inspections. Field workers download maps specific to their area of interest. This process creates replicas of any feature services utilized within the maps. Efficiently managing database replicas is essential in updating offline feature service data. The existing solution is labour intensive, with a chance of over-taxing the portal server.
The Plan – As the feature services being utilized in the maps are read-only, it is possible to use the ArcGIS portal rest API via FME and update the data and refresh the offline maps. Because of these factors, the offline maps have not been updated regularly or consistently. By using FME and FME server, it is also possible to avoid over-taxing the ArcGIS portal server.
The Process –
FME is used to access the ArcGIS portal, update data, and refresh offline maps.
The steps include:
Detect changes in data to determine if an update is needed.
Read new source data and update the feature services for the maps.
Where required, manage replicas for the feature services.
Use FME and the HTTP caller transformer to update offline maps.
Incorporate error reporting for capturing issues between steps.
Report updates to stakeholders with information pertaining to areas of interest.
The final goal is to deploy this process as an automation via FME server allowing for more frequent updates. Thus, providing the field workers with more meaningful data.
Automating Offline Mobile Map Updates - Leveraging FME to Update Offline Area...Safe Software
Purpose – Update data used in several ArcGIS online maps used offline by remote field crews.
The Challenge – The client needs to utilize ESRI’s offline capabilities as part of field inspections. Field workers download maps specific to their area of interest. This process creates replicas of any feature services utilized within the maps. Efficiently managing database replicas is essential in updating offline feature service data. The existing solution is labour intensive, with a chance of over-taxing the portal server.
The Plan – As the feature services being utilized in the maps are read-only, it is possible to use the ArcGIS portal rest API via FME and update the data and refresh the offline maps. Because of these factors, the offline maps have not been updated regularly or consistently. By using FME and FME server, it is also possible to avoid over-taxing the ArcGIS portal server.
The Process –
FME is used to access the ArcGIS portal, update data, and refresh offline maps.
The steps include:
Detect changes in data to determine if an update is needed.
Read new source data and update the feature services for the maps.
Where required, manage replicas for the feature services.
Use FME and the HTTP caller transformer to update offline maps.
Incorporate error reporting for capturing issues between steps.
Report updates to stakeholders with information pertaining to areas of interest.
The final goal is to deploy this process as an automation via FME server allowing for more frequent updates. Thus, providing the field workers with more meaningful data.
WebRTC Tutorial by Dean Bubley of Disruptive Analysis & Tim Panton of Westhaw...Dean Bubley
Tutorial on WebRTC technologies, standards, use-cases and business models. First given at the ICIN conference in Venice, October 2013.
By Dean Bubley, analyst at Disruptive Analysis, and Tim Panton, WebRTC developer at Westhawk Ltd
Patterns & Practices for Cloud-based MicroservicesC4Media
Video and slides synchronized, mp3 and slide download available at URL http://bit.ly/2cSK2H0.
Rachel Reese talks about the lessons she has learned at Jet.com on their way to developing the platform and how they’ve schooled themselves on what works and what doesn't for F# and microservices. Filmed at qconnewyork.com.
Rachel Reese is a long-time software engineer and math geek. She currently helps run the Nashville F# User group, NashFSharp, and previously ran the Burlington, VT functional programming user group, VTFun. She's also an ASPInsider, an F# MVP, a community enthusiast, one of the founding lambdaladies, and a Rachii.
A Candid Discussion of High Speed Internet Access For Meeting PlannersDMAI's empowerMINT.com
Meeting and event professionals – including suppliers such as hotel and convention facilities sales staff -- need to be able to converse intelligently about High Speed Internet Access. If you are totally oblivious and think, hmmm, let’s let the ‘tech’ people figure this out, this webinar is for you. Learn about HSIA and why free may not be the best option for you.
Planners know about the importance of event history and understanding projected needs such as F&B consumption, attendance numbers, etc., but many don’t know how much High Speed Internet Access (HSIA) bandwidth they use, how it is being used, whether they are receiving what they contracted for, and/or what level of service is required.
Given the pace of technological change and consumer usage patterns, the concern is whether either side has sufficient knowledge to ask the right questions and achieve desired outcomes.
Learner Outcomes:
The factors driving Internet bandwidth consumption at events.
Best practices for managing and reporting Internet bandwidth usage.
Improving attendee satisfaction by providing adequate bandwidth at events
This program was developed by and is delivered under the auspices of the CIC APEX Standards Review Council and its Bandwidth and Connectivity Workgroup. For more information see http://tinyurl.com/afmwshf
Video and slides synchronized, mp3 and slide download available at URL http://bit.ly/1bJsakO.
Ben Christensen describes how the Netflix API evolved from a typical one-size-fits-all RESTful API designed to support public developers into a web service platform optimized to handle the diversity and variability of each device and user experience. The talk will also address the challenges involving operations, deployment, performance, fault-tolerance, and rate of innovation at massive scale. Filmed at qconsf.com.
Ben Christensen is a software engineer on the Netflix Edge Services Platform team responsible for fault tolerance, performance, architecture and scale while enabling millions of customers to access the Netflix experience across more than 1,000 different device types. Prior to Netflix, Ben was at Apple making iOS apps and media available on the iTunes store.
P I Infosoft Pvt. Ltd. is a company promoted by a dynamic team of skilled and experienced professionals having an extensive knowledge & experience with latest technologies. It’s an initiative of Prakriti Inbound Pvt. Ltd., established in 1999. Prakriti as a travel agency enjoys a remarkable recognition in Far East Countries, especially in China, Taiwan and Hong Kong.
Presentation Deck - Internet Access - What to do When Free is not EnoughCICHeadquarters
Demand for advanced Internet access that accommodates richer media and a higher density of devices leading to increased bandwidth consumption frequently outweighs the demand for more basic connectivity. Planners and suppliers often do not understand the difference between basic and advanced access, which best suits attendee needs and best practices for selecting and managing event bandwidth. Impacts include lost efficiency, cost overruns and a reduced effectiveness. Watch CIC's Accepted Practices Exchange (APEX) Presentation on High Speed Internet Access - What to do When Free is not Enough
Streamingmedia West 2007 Session A102 Powerpoint slide deck.
"This session delves into the intricacies and best practices of live broadcasting over the Internet. From signal acquisition to encoding and server distribution, the session will detail the best practices for delivering a live Internet Webcast. Discover how to deconstruct a complex and rich live event down to its elemental parts, from hardware and software to the workflow and signal flow of the production. Industry experts and end-users will share experiences and guidelines to help you produce successful, high-quality Internet broadcasts."
Speakers (pictured left to right)
(Moderator) Joe Tripician, Director of Broadband Services, Medialink
Gordon Castle, SVP, Turner Broadcasting/CNN
Wayne Oates, Global Web Communications Manager, McDonald's Corporation
Larry Kless, Production Manager, Videoconferencing, Kaiser Permanente Northern California
Alan Richardson, Webcast Program Manager, Sprint Creative Media
What's New in CA Service Virtualization 8.0 - CA World Pre-Conference SessionStefana Muller
CA Service Virtualization 8.0 has a new DevTest user interface to facilitate recording, editing and deploying virtual services among application development and test teams. This pre-conference session for CA World 2014 included this presentation to review each of the major features added to 8.0 along with an in depth demonstration.
Building a Real, Money-Making Business Application Using Microsoft Virtual Earthgoodfriday
Come hear how companies are enhancing their customer experience on the Web using the Microsoft Virtual Earth Map Control. Hear how everyone from startups to Fortune 500s are taking advantage of the feature-rich, enterprise-ready programming interface Virtual Earth provides. The Virtual Earth team and key partners share state-of-the-art examples and business scenarios that go beyond curiosity and drive real business.
EventPilot Conference App - Overview for #eventprofsATIV Software
Medical Conference App EventPilot overview presentation. Find out what makes this meeting app different. Learn about some of the core conference app features. Read tweets from actual event app users. Find out how much revenue meeting planners can generate using the conference app.
#events
#eventprofs
#eventtech
Harnessing the power of citizen science for environmental stewardship and wat...Luigi Ceccaroni
Environmental degradation poses a significant challenge to Africa's sustainable development, demanding transformative approaches to conservation efforts.
The MoRe4nature project emerges as an opportunity, integrating citizen-science initiatives as key activities in environmental compliance assurance (ECA). This innovative approach empowers citizens to contribute meaningfully to sustainable natural-resource management, fostering a collaborative data and knowledge production platform, particularly in the realm of water monitoring and water literacy. MoRe4nature's socio-technical approach addresses the barriers to the uptake and utilisation of citizen-generated data in ECA, ensuring the long-term sustainability and impact of citizen science initiatives in Africa. Specifically, MoRe4nature will work with 40 cases across Europe, Latin America, Asia and Africa, including two FreshWater Watch cases in Sierra Leone and Zambia.
FreshWater Watch in Africa (FWW), an exemplary citizen science initiative, empowers communities in Africa to monitor the health of their precious freshwater resources, providing valuable data for water quality assessments and environmental management. By harnessing the power of citizen science, FWW directly contributes to the achievement of the UN's Sustainable Development Goals, promoting access to safe water and sanitation for all. FWW is currently working with partners in Zambia, Sierra Leone, South Africa, Tanzania and Kenya and is looking to support work in other African countries in the future.
The ProBleu project complements MoRe4nature's and FWW’s efforts by fostering ocean and water literacy among students and teachers across and beyond Europe, including Africa. Through a comprehensive set of activities, the ProBleu project promotes ocean and water literacy, engages students in real-world ocean and water research, and enhances the sense of stewardship towards the value and challenges of oceans and waters. This initiative empowers individuals and schools to become active advocates for environmental protection and water literacy, influencing policy decisions and driving sustainable practices at local and national levels.
By strengthening existing citizen science, fostering collaboration and partnerships, synergising citizen science with living labs and fab labs, and developing data validation tools, MoRe4nature, ProBleu and FWW empower citizens to become active partners in environmental protection and water literacy, safeguarding our planet for generations to come.
WebRTC Tutorial by Dean Bubley of Disruptive Analysis & Tim Panton of Westhaw...Dean Bubley
Tutorial on WebRTC technologies, standards, use-cases and business models. First given at the ICIN conference in Venice, October 2013.
By Dean Bubley, analyst at Disruptive Analysis, and Tim Panton, WebRTC developer at Westhawk Ltd
Patterns & Practices for Cloud-based MicroservicesC4Media
Video and slides synchronized, mp3 and slide download available at URL http://bit.ly/2cSK2H0.
Rachel Reese talks about the lessons she has learned at Jet.com on their way to developing the platform and how they’ve schooled themselves on what works and what doesn't for F# and microservices. Filmed at qconnewyork.com.
Rachel Reese is a long-time software engineer and math geek. She currently helps run the Nashville F# User group, NashFSharp, and previously ran the Burlington, VT functional programming user group, VTFun. She's also an ASPInsider, an F# MVP, a community enthusiast, one of the founding lambdaladies, and a Rachii.
A Candid Discussion of High Speed Internet Access For Meeting PlannersDMAI's empowerMINT.com
Meeting and event professionals – including suppliers such as hotel and convention facilities sales staff -- need to be able to converse intelligently about High Speed Internet Access. If you are totally oblivious and think, hmmm, let’s let the ‘tech’ people figure this out, this webinar is for you. Learn about HSIA and why free may not be the best option for you.
Planners know about the importance of event history and understanding projected needs such as F&B consumption, attendance numbers, etc., but many don’t know how much High Speed Internet Access (HSIA) bandwidth they use, how it is being used, whether they are receiving what they contracted for, and/or what level of service is required.
Given the pace of technological change and consumer usage patterns, the concern is whether either side has sufficient knowledge to ask the right questions and achieve desired outcomes.
Learner Outcomes:
The factors driving Internet bandwidth consumption at events.
Best practices for managing and reporting Internet bandwidth usage.
Improving attendee satisfaction by providing adequate bandwidth at events
This program was developed by and is delivered under the auspices of the CIC APEX Standards Review Council and its Bandwidth and Connectivity Workgroup. For more information see http://tinyurl.com/afmwshf
Video and slides synchronized, mp3 and slide download available at URL http://bit.ly/1bJsakO.
Ben Christensen describes how the Netflix API evolved from a typical one-size-fits-all RESTful API designed to support public developers into a web service platform optimized to handle the diversity and variability of each device and user experience. The talk will also address the challenges involving operations, deployment, performance, fault-tolerance, and rate of innovation at massive scale. Filmed at qconsf.com.
Ben Christensen is a software engineer on the Netflix Edge Services Platform team responsible for fault tolerance, performance, architecture and scale while enabling millions of customers to access the Netflix experience across more than 1,000 different device types. Prior to Netflix, Ben was at Apple making iOS apps and media available on the iTunes store.
P I Infosoft Pvt. Ltd. is a company promoted by a dynamic team of skilled and experienced professionals having an extensive knowledge & experience with latest technologies. It’s an initiative of Prakriti Inbound Pvt. Ltd., established in 1999. Prakriti as a travel agency enjoys a remarkable recognition in Far East Countries, especially in China, Taiwan and Hong Kong.
Presentation Deck - Internet Access - What to do When Free is not EnoughCICHeadquarters
Demand for advanced Internet access that accommodates richer media and a higher density of devices leading to increased bandwidth consumption frequently outweighs the demand for more basic connectivity. Planners and suppliers often do not understand the difference between basic and advanced access, which best suits attendee needs and best practices for selecting and managing event bandwidth. Impacts include lost efficiency, cost overruns and a reduced effectiveness. Watch CIC's Accepted Practices Exchange (APEX) Presentation on High Speed Internet Access - What to do When Free is not Enough
Streamingmedia West 2007 Session A102 Powerpoint slide deck.
"This session delves into the intricacies and best practices of live broadcasting over the Internet. From signal acquisition to encoding and server distribution, the session will detail the best practices for delivering a live Internet Webcast. Discover how to deconstruct a complex and rich live event down to its elemental parts, from hardware and software to the workflow and signal flow of the production. Industry experts and end-users will share experiences and guidelines to help you produce successful, high-quality Internet broadcasts."
Speakers (pictured left to right)
(Moderator) Joe Tripician, Director of Broadband Services, Medialink
Gordon Castle, SVP, Turner Broadcasting/CNN
Wayne Oates, Global Web Communications Manager, McDonald's Corporation
Larry Kless, Production Manager, Videoconferencing, Kaiser Permanente Northern California
Alan Richardson, Webcast Program Manager, Sprint Creative Media
What's New in CA Service Virtualization 8.0 - CA World Pre-Conference SessionStefana Muller
CA Service Virtualization 8.0 has a new DevTest user interface to facilitate recording, editing and deploying virtual services among application development and test teams. This pre-conference session for CA World 2014 included this presentation to review each of the major features added to 8.0 along with an in depth demonstration.
Building a Real, Money-Making Business Application Using Microsoft Virtual Earthgoodfriday
Come hear how companies are enhancing their customer experience on the Web using the Microsoft Virtual Earth Map Control. Hear how everyone from startups to Fortune 500s are taking advantage of the feature-rich, enterprise-ready programming interface Virtual Earth provides. The Virtual Earth team and key partners share state-of-the-art examples and business scenarios that go beyond curiosity and drive real business.
EventPilot Conference App - Overview for #eventprofsATIV Software
Medical Conference App EventPilot overview presentation. Find out what makes this meeting app different. Learn about some of the core conference app features. Read tweets from actual event app users. Find out how much revenue meeting planners can generate using the conference app.
#events
#eventprofs
#eventtech
Harnessing the power of citizen science for environmental stewardship and wat...Luigi Ceccaroni
Environmental degradation poses a significant challenge to Africa's sustainable development, demanding transformative approaches to conservation efforts.
The MoRe4nature project emerges as an opportunity, integrating citizen-science initiatives as key activities in environmental compliance assurance (ECA). This innovative approach empowers citizens to contribute meaningfully to sustainable natural-resource management, fostering a collaborative data and knowledge production platform, particularly in the realm of water monitoring and water literacy. MoRe4nature's socio-technical approach addresses the barriers to the uptake and utilisation of citizen-generated data in ECA, ensuring the long-term sustainability and impact of citizen science initiatives in Africa. Specifically, MoRe4nature will work with 40 cases across Europe, Latin America, Asia and Africa, including two FreshWater Watch cases in Sierra Leone and Zambia.
FreshWater Watch in Africa (FWW), an exemplary citizen science initiative, empowers communities in Africa to monitor the health of their precious freshwater resources, providing valuable data for water quality assessments and environmental management. By harnessing the power of citizen science, FWW directly contributes to the achievement of the UN's Sustainable Development Goals, promoting access to safe water and sanitation for all. FWW is currently working with partners in Zambia, Sierra Leone, South Africa, Tanzania and Kenya and is looking to support work in other African countries in the future.
The ProBleu project complements MoRe4nature's and FWW’s efforts by fostering ocean and water literacy among students and teachers across and beyond Europe, including Africa. Through a comprehensive set of activities, the ProBleu project promotes ocean and water literacy, engages students in real-world ocean and water research, and enhances the sense of stewardship towards the value and challenges of oceans and waters. This initiative empowers individuals and schools to become active advocates for environmental protection and water literacy, influencing policy decisions and driving sustainable practices at local and national levels.
By strengthening existing citizen science, fostering collaboration and partnerships, synergising citizen science with living labs and fab labs, and developing data validation tools, MoRe4nature, ProBleu and FWW empower citizens to become active partners in environmental protection and water literacy, safeguarding our planet for generations to come.
Citizen science, training, data quality and interoperabilityLuigi Ceccaroni
Citizen science, training, data quality and interoperability
More and more people are interested in participating in citizen-science projects, and the technology is becoming more accessible.
Data quality is essential for citizen-science projects. Without quantified-quality data, the results of citizen science projects cannot be trusted.
There are several challenges to ensuring data quality in citizen-science projects, such as participant motivation and training, data-entry errors, and environmental factors.
These challenges can be addressed by using innovative technologies, such as artificial intelligence, and by developing better training methods.
Mobile devices are becoming increasingly powerful and sophisticated, and they are making it easier for participants to collect data anywhere and anytime.
Artificial intelligence is being used to develop new tools that can automatically analyse data and identify patterns. This makes it easier to identify and correct data errors.
Online communities are providing a space for citizen scientists to connect with each other, share data, and learn from each other. This is helping to improve the quality of data collected by citizen-science projects.
Citizen-science projects are increasingly aware of the importance of data ethics. This is leading to the development of new standards and guidelines for collecting and using citizen science data.
Metrics and instruments to evaluate the impacts of citizen scienceLuigi Ceccaroni
MICS project: Developing metrics and instruments to evaluate the impacts of citizen science on society, governance, the economy, the environment, and science
Citclops/EyeOnWater @ Barcelona - Citizen science day 2016Luigi Ceccaroni
Citclops/EyeOnWater @ Vendée Globe is a cooperation among organizations involved in the European project Citclops, organizations involved in the Vendée Globe sailing race, skippers, scientists, and citizens, to observe the color of the ocean on the path of the Vendée Globe. It uses tools and sensors developed by the European-Commission–funded project Citclops (Citizens’ Observatory for Coast and Ocean Optical Monitoring), which introduced an innovative concept for water-quality monitoring, to help oceanographers and limnologists in monitoring natural waters, with a strong focus on long-term data series related to environmental sciences.
Data Centers - Striving Within A Narrow Range - Research Report - MCG - May 2...pchutichetpong
M Capital Group (“MCG”) expects to see demand and the changing evolution of supply, facilitated through institutional investment rotation out of offices and into work from home (“WFH”), while the ever-expanding need for data storage as global internet usage expands, with experts predicting 5.3 billion users by 2023. These market factors will be underpinned by technological changes, such as progressing cloud services and edge sites, allowing the industry to see strong expected annual growth of 13% over the next 4 years.
Whilst competitive headwinds remain, represented through the recent second bankruptcy filing of Sungard, which blames “COVID-19 and other macroeconomic trends including delayed customer spending decisions, insourcing and reductions in IT spending, energy inflation and reduction in demand for certain services”, the industry has seen key adjustments, where MCG believes that engineering cost management and technological innovation will be paramount to success.
MCG reports that the more favorable market conditions expected over the next few years, helped by the winding down of pandemic restrictions and a hybrid working environment will be driving market momentum forward. The continuous injection of capital by alternative investment firms, as well as the growing infrastructural investment from cloud service providers and social media companies, whose revenues are expected to grow over 3.6x larger by value in 2026, will likely help propel center provision and innovation. These factors paint a promising picture for the industry players that offset rising input costs and adapt to new technologies.
According to M Capital Group: “Specifically, the long-term cost-saving opportunities available from the rise of remote managing will likely aid value growth for the industry. Through margin optimization and further availability of capital for reinvestment, strong players will maintain their competitive foothold, while weaker players exit the market to balance supply and demand.”
As Europe's leading economic powerhouse and the fourth-largest hashtag#economy globally, Germany stands at the forefront of innovation and industrial might. Renowned for its precision engineering and high-tech sectors, Germany's economic structure is heavily supported by a robust service industry, accounting for approximately 68% of its GDP. This economic clout and strategic geopolitical stance position Germany as a focal point in the global cyber threat landscape.
In the face of escalating global tensions, particularly those emanating from geopolitical disputes with nations like hashtag#Russia and hashtag#China, hashtag#Germany has witnessed a significant uptick in targeted cyber operations. Our analysis indicates a marked increase in hashtag#cyberattack sophistication aimed at critical infrastructure and key industrial sectors. These attacks range from ransomware campaigns to hashtag#AdvancedPersistentThreats (hashtag#APTs), threatening national security and business integrity.
🔑 Key findings include:
🔍 Increased frequency and complexity of cyber threats.
🔍 Escalation of state-sponsored and criminally motivated cyber operations.
🔍 Active dark web exchanges of malicious tools and tactics.
Our comprehensive report delves into these challenges, using a blend of open-source and proprietary data collection techniques. By monitoring activity on critical networks and analyzing attack patterns, our team provides a detailed overview of the threats facing German entities.
This report aims to equip stakeholders across public and private sectors with the knowledge to enhance their defensive strategies, reduce exposure to cyber risks, and reinforce Germany's resilience against cyber threats.
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
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.
Show drafts
volume_up
Empowering the Data Analytics Ecosystem: A Laser Focus on Value
The data analytics ecosystem thrives when every component functions at its peak, unlocking the true potential of data. Here's a laser focus on key areas for an empowered ecosystem:
1. Democratize Access, Not Data:
Granular Access Controls: Provide users with self-service tools tailored to their specific needs, preventing data overload and misuse.
Data Catalogs: Implement robust data catalogs for easy discovery and understanding of available data sources.
2. Foster Collaboration with Clear Roles:
Data Mesh Architecture: Break down data silos by creating a distributed data ownership model with clear ownership and responsibilities.
Collaborative Workspaces: Utilize interactive platforms where data scientists, analysts, and domain experts can work seamlessly together.
3. Leverage Advanced Analytics Strategically:
AI-powered Automation: Automate repetitive tasks like data cleaning and feature engineering, freeing up data talent for higher-level analysis.
Right-Tool Selection: Strategically choose the most effective advanced analytics techniques (e.g., AI, ML) based on specific business problems.
4. Prioritize Data Quality with Automation:
Automated Data Validation: Implement automated data quality checks to identify and rectify errors at the source, minimizing downstream issues.
Data Lineage Tracking: Track the flow of data throughout the ecosystem, ensuring transparency and facilitating root cause analysis for errors.
5. Cultivate a Data-Driven Mindset:
Metrics-Driven Performance Management: Align KPIs and performance metrics with data-driven insights to ensure actionable decision making.
Data Storytelling Workshops: Equip stakeholders with the skills to translate complex data findings into compelling narratives that drive action.
Benefits of a Precise Ecosystem:
Sharpened Focus: Precise access and clear roles ensure everyone works with the most relevant data, maximizing efficiency.
Actionable Insights: Strategic analytics and automated quality checks lead to more reliable and actionable data insights.
Continuous Improvement: Data-driven performance management fosters a culture of learning and continuous improvement.
Sustainable Growth: Empowered by data, organizations can make informed decisions to drive sustainable growth and innovation.
By focusing on these precise actions, organizations can create an empowered data analytics ecosystem that delivers real value by driving data-driven decisions and maximizing the return on their data investment.
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).
1. Pizza and a Movie
A Case Study in
Advanced Web Services
Dr Luigi Ceccaroni
Dr Jonathan Dale
Network Agent Research Group
Fujitsu Laboratories of America
July, 2002