Presentation to a retail operations class at UNC Kenan-Flagler, after the students presented company profiles on selected Companies to Watch. Their work supplemented my talk.
The document traces the evolution of e-commerce from its earliest beginnings with the telegraph in the 1800s, to the development of credit cards and computers in the mid-20th century. It discusses how early online payment systems and the growth of the internet in the 1990s led to the rise of e-commerce as we know it today. The document also examines trends in online advertising models and payments. It concludes by suggesting that science fiction often predicts technological developments and that the future of e-commerce remains uncertain but full of possibilities.
China Online Shopping Survey Results Dec2012_Decision FuelPohchin Loh
In December, China’s Alibaba announced they recorded 1 trillion RMB (US $157B) in transactions, making them the world’s largest e-commerce company. We wanted to know more: How much does Taobao really dominate in China? How often are people shopping online what drives their purchase decisions? So we surveyed our panel and here are the results of our quick study.
The document discusses the importance of the internet for retailers like Office Depot. It notes that 33% of Office Depot's sales came from internet sales in 2008, making it the 4th largest internet retailer that year. The document also discusses how rapidly internet usage and e-commerce has grown, the rise and fall of the dot-com bubble, and different business models for e-commerce websites.
Smarter Commerce: Transforming for a Customer Centric WorldInternetEvolution
In this paper, we first look at how and why technology trends are radically transforming customer expectations and the commerce cycle. Second, we examine what this sea change means for businesses, and how companies
Smarter Commerce: Transforming for a Customer-Centric World
need to adapt their mind-sets and operations to create a more virtuous customer experience cycle. Finally, we provide an overview of IBM’s Smarter Commerce initiative, focusing on its solutions to help midsize companies
market and sell. Throughout the paper, we reference specific examples of midsize companies that are using
Smarter Commerce solutions today to more easily determine and deliver what customers really want—
through more effective customer interactions, better information and insights, and improved processes.
The business case for Personal Financial Management (PFM) — and MoneyDesktop (MD) specifically — continues to get better and better each year. As proof, we’ve gathered data from dozens of compelling sources. This data collectively answers three key questions:
1. Why Change?
2. Why PFM?
3. Why MD?
The answers to these questions showcase why MD continues to bring a phenomenal return on investment (ROI) for financial institutions everywhere.
Let’s get started.
IBM Retail | 14 Success Stories in RetailIBM Retail
1-800-FLOWERS.COM needed to replace multiple siloed e-commerce systems with a unified platform to better enable synergies between its 14 gifting brands and increase business agility. It implemented IBM WebSphere Commerce for two gift food brands as a proof of concept. Using the knowledge gained, it will transition most other brands to the new platform over the coming year to enable more rapid creation of retail websites, facilitate cross-selling between brands, and provide a consistent customer experience across all brands.
Probabilidad, subjetiva, clásica y frecuencial.EmilioVargasM
Este documento compara las probabilidades subjetivas, frecuenciales y clásicas en diferentes ejercicios prácticos como lanzar dados, monedas y tiros de canasta o fútbol. En cada ejercicio, primero se da una probabilidad subjetiva, luego los resultados reales de múltiples intentos que permiten calcular una probabilidad frecuencial, y por último la probabilidad clásica teórica.
Making marketing decisions at the speed of your consumerNetworked Insights
Learn how real-time data-driven marketing is changing the way innovative companies do business, and how Networked Insights is the secret sauce you're missing in your marketing mix.
The document traces the evolution of e-commerce from its earliest beginnings with the telegraph in the 1800s, to the development of credit cards and computers in the mid-20th century. It discusses how early online payment systems and the growth of the internet in the 1990s led to the rise of e-commerce as we know it today. The document also examines trends in online advertising models and payments. It concludes by suggesting that science fiction often predicts technological developments and that the future of e-commerce remains uncertain but full of possibilities.
China Online Shopping Survey Results Dec2012_Decision FuelPohchin Loh
In December, China’s Alibaba announced they recorded 1 trillion RMB (US $157B) in transactions, making them the world’s largest e-commerce company. We wanted to know more: How much does Taobao really dominate in China? How often are people shopping online what drives their purchase decisions? So we surveyed our panel and here are the results of our quick study.
The document discusses the importance of the internet for retailers like Office Depot. It notes that 33% of Office Depot's sales came from internet sales in 2008, making it the 4th largest internet retailer that year. The document also discusses how rapidly internet usage and e-commerce has grown, the rise and fall of the dot-com bubble, and different business models for e-commerce websites.
Smarter Commerce: Transforming for a Customer Centric WorldInternetEvolution
In this paper, we first look at how and why technology trends are radically transforming customer expectations and the commerce cycle. Second, we examine what this sea change means for businesses, and how companies
Smarter Commerce: Transforming for a Customer-Centric World
need to adapt their mind-sets and operations to create a more virtuous customer experience cycle. Finally, we provide an overview of IBM’s Smarter Commerce initiative, focusing on its solutions to help midsize companies
market and sell. Throughout the paper, we reference specific examples of midsize companies that are using
Smarter Commerce solutions today to more easily determine and deliver what customers really want—
through more effective customer interactions, better information and insights, and improved processes.
The business case for Personal Financial Management (PFM) — and MoneyDesktop (MD) specifically — continues to get better and better each year. As proof, we’ve gathered data from dozens of compelling sources. This data collectively answers three key questions:
1. Why Change?
2. Why PFM?
3. Why MD?
The answers to these questions showcase why MD continues to bring a phenomenal return on investment (ROI) for financial institutions everywhere.
Let’s get started.
IBM Retail | 14 Success Stories in RetailIBM Retail
1-800-FLOWERS.COM needed to replace multiple siloed e-commerce systems with a unified platform to better enable synergies between its 14 gifting brands and increase business agility. It implemented IBM WebSphere Commerce for two gift food brands as a proof of concept. Using the knowledge gained, it will transition most other brands to the new platform over the coming year to enable more rapid creation of retail websites, facilitate cross-selling between brands, and provide a consistent customer experience across all brands.
Probabilidad, subjetiva, clásica y frecuencial.EmilioVargasM
Este documento compara las probabilidades subjetivas, frecuenciales y clásicas en diferentes ejercicios prácticos como lanzar dados, monedas y tiros de canasta o fútbol. En cada ejercicio, primero se da una probabilidad subjetiva, luego los resultados reales de múltiples intentos que permiten calcular una probabilidad frecuencial, y por último la probabilidad clásica teórica.
Making marketing decisions at the speed of your consumerNetworked Insights
Learn how real-time data-driven marketing is changing the way innovative companies do business, and how Networked Insights is the secret sauce you're missing in your marketing mix.
Steal this economic development marketing idea GIS Planning
The document provides profiles and ideas from several marketing experts. It discusses six ideas that economic developers can utilize:
1. Identifying digital ambassadors in a region to share and promote content.
2. Reusing valuable content in multiple ways to maximize its impact.
3. Using data to measure marketing effectiveness and make data-driven decisions.
4. Creating engaging infographics to present information that can be easily shared.
5. Understanding website visitors through analytics to tailor content and targeting.
6. Developing original marketing ideas tailored to each economic developer's unique needs and region.
Datalicious - Smart Data Driven MarketingDatalicious
Datalicious is a data analytics agency founded in 2007 that helps clients turn their data into actionable insights. It has a team of analysts and developers and works with best-in-class partners. Datalicious provides a wide range of data services including data collection, analytics, insights, and campaign execution. It serves clients across industries and helps visualize data, attribute media impact, and increase marketing relevance through personalized experiences.
Local mobile advertising will surpass national mobile ads by 2013. Search and social media websites are the most visited on smartphones. Local search ads have much higher click through rates than local display ads, and users are more ready to take action from search results. Restaurant, gas, and health/medical were the top local search categories in Q1 2012.
Addressing the Omnichannel dilemma should be a top priority for CPG manufacturers. The omnichannel brings with it, a wide array of new challenges. It's time for retailers and manufacturers to get OmniSmart about attracting, converting and delighting customers!
Content Marketing Battle Cry: Let's Declare War on Collateral!Yesler
The document discusses replacing outdated collateral practices with modern content marketing strategies. It identifies six "pests" that should be replaced: 1) the punch list, 2) speeds and feeds blasts, 3) one-way communication, 4) oversharing, 5) generalist marketers, and 6) gut feelings. Each pest should be replaced with a new strategy like focusing on the buyer's journey, education and trust-building, two-way dialogs, targeted sharing of the right content, using content marketing specialists, and making decisions informed by data. The presentation aims to help companies transform their content strategies to better meet the needs of today's technology buyers.
Gual Barwell - Holler, Christian Bartens - Datalicious, Barry Mowszowski - Starcom. Spoke at a NSW Youngbloods' event coined 50 Shades of Grey at Holler Sydney. In an effort to shed light on what big data means to the media and creative industries. How we can improve our consultative approach with clients to enhance their data programs as well as better leverage data to create quantifiable media and creative insights.
The Future of Retail: Shopping MobilizedIshraq Dhaly
Critical Mass is a consulting firm that has been in business for 16 years with over 700 employees across 8 offices and 25+ clients. The document discusses the growth of mobile technology and its impact on retail. Key points include: (1) Smartphone penetration is growing rapidly in the US and globally. (2) Web traffic and search are increasingly happening on mobile devices. (3) Mobile transactions and commerce are also growing significantly. (4) Retailers are adapting to this shift by developing mobile websites, apps, digital coupons, price matching, mobile POS, and payment solutions. (5) To succeed, retailers must have a comprehensive mobile strategy that is integrated across channels.
The Future of Retail: Shopping MobilizedCritical Mass
Critical Mass is a consulting firm that has been in business for 16 years with over 700 employees across 8 offices and 25+ clients. The document discusses the growth of mobile technology and its impact on retail. Key points include: (1) Smartphone penetration is growing rapidly in the US and globally. (2) Web traffic and search are increasingly happening on mobile devices. (3) Mobile transactions and commerce are also growing significantly. (4) Retailers are adapting to this shift by developing mobile websites, apps, digital coupons, price matching, mobile POS, and payment solutions. (5) To succeed, retailers must have a comprehensive mobile strategy that is integrated across channels.
Muddleme is a platform that provides fair cash payments to consumers for purchases, while enabling customer privacy and monetization of personal data. It is the only platform that offers consumer scoring and purchase accountability. Muddleme maximizes vendor returns on marketing investments by providing real-time ROI metrics and competitive intelligence. Vendors also gain valuable purchase information on customers.
Muddleme is a platform that provides fair cash payments to consumers for purchases, while enabling them to monetize their personal data privately. It offers unique consumer scoring and purchasing analytics to maximize vendor returns on marketing investments. Vendors gain real-time insights into ROI and competitors through sticky consumer purchase information.
The document discusses how social media has changed customer buying behavior and expectations. It notes that customers now complete 70% of their purchase journey independently before engaging sales. It advocates for a social selling approach where salespeople use social networks and tools to engage customers online. Some key points are that leading companies now generate 30-80% of revenue from social selling, and integrating social insights into CRM systems allows salespeople to have more meaningful conversations with customers. The document provides advice on developing a social selling strategy and implementation plan to adapt selling approaches for today's digital customers.
BlogWell Los Angeles Social Media Case Study: Life Technologies, presented by...SocialMedia.org
In her BlogWell Los Angeles presentation, Life Technologies' Global Senior eMarketing Manager – Search & Social, Robin Smith, shares how -- as a BtoB company -- they are using social media for lead generation and data integration.
She goes into detail about their KPI framework, using social media exclusively to launch new products, and how they integrate their social data into new marketing techniques.
Watch the video of this presentation here: https://vimeo.com/57571474
Keynote: Data-Driven Marketing -- Trends and Implications for Search MarketersMediaPost
How should marketers define search and what will it look like in 2013? What to expect from on-site search and in mobile applications? As new technologies emerge, how will marketers measure interest-based marketing in alternative types of interactions, connecting messages across media?
Keynote:
Mark Jeffery, Senior Lecturer of Executive Programs at the Kellogg School of Management, Center for Research on Technology and Innovation at the Kellogg School of Management.
Big Data: The Road to Know More About Your BusinessOAUGNJ
This document discusses big data trends and how organizations can leverage big data to gain insights into their business. It provides an overview of big data technologies like Hadoop and how companies can build a big data strategy. Examples are given of how different industries like retail, healthcare, and online services are using big data to personalize the customer experience, combat fraud, and streamline operations. The presentation concludes by addressing common big data challenges and opportunities that using big data provides.
Datalicious is a data analytics company founded in 2007 that uses data to provide actionable insights and execute smart marketing campaigns. It has a team of analysts and developers and works with a variety of data platforms and tools to offer services across data collection, analytics, insights, and campaign implementation. Datalicious has clients across many industries and aims to turn data into action by standardizing metrics, breaking down data silos, visualizing data, and increasing marketing relevance through segmentation and retargeting.
MyNewsDay presentation 29th of May 2012Mindjumpers
Mindjumpers is a social media agency operating in Northern Europe, primarily in the Nordic region. They have become a leading full-service social media agency in the Nordics in just 3 years with multiple global clients. They help B2C and B2B companies organize, manage, and engage in social media through proven processes to organize, manage, measure, and engage across markets in a structured and cost-effective way. Their goal is to create value by combining paid, owned, and earned media for clients.
TBG Digital provides Facebook marketing services including strategy, creative content, media placement, and insights. They focus on measuring metrics that matter like awareness, preference, sales, consumption, and advocacy. The document describes three case studies where TBG Digital helped clients measure these important metrics: measuring brand preference through online surveys, measuring advocacy through a "Social NPS" score, and measuring the impact of Facebook fan acquisition on sales for a fashion retailer.
The New World of Emotional Data: From Analysis to StorytellingVivastream
This document discusses how data is being generated at unprecedented levels and the opportunities this presents for creativity. It notes that data can both inspire and seduce creativity, providing insights but also risking replacing creativity with science. The document advocates using data to inspire creativity rather than replace it. It provides examples of how emotional data and insights derived from data have led to more effective creative campaigns that drive real changes in consumer behavior.
The New World of Emotional Data: From Analysis to StorytellingVivastream
In a world of abundant data and always-on consumers, the importance of data is evolving from being about targeting and modeling to being "in the moment" with the consumer. Today data value is not only about consumer purchase decision paths but also about their emotional states ... about allowing the marketer to be present with the consumer within their experience, shifting the emphasis from statistical analysis to storytelling. As real-time adaptive marketing becomes the norm, marketing success and effective marketing spending will increasingly rely on re-imagining the data in order to move the consumer effectively to action by meeting them within their mindset. We've learned that messages about fitness and health don't always spur action in those looking to lose weight and that marketing messages about the joys of house ownership don't always activate mortgage deals. Traditional marketing relies on a definition of "brand" that is static; but in an always-on dynamic world, marketing messages and content need to be fluid, interactive and inspired. Learn how emotional data fuels a different kind of marketing idea and why we need to progress from data dashboards and modeling to emotional relevance and meaning.
For the full video of this presentation, please visit: https://www.edge-ai-vision.com/2024/06/temporal-event-neural-networks-a-more-efficient-alternative-to-the-transformer-a-presentation-from-brainchip/
Chris Jones, Director of Product Management at BrainChip , presents the “Temporal Event Neural Networks: A More Efficient Alternative to the Transformer” tutorial at the May 2024 Embedded Vision Summit.
The expansion of AI services necessitates enhanced computational capabilities on edge devices. Temporal Event Neural Networks (TENNs), developed by BrainChip, represent a novel and highly efficient state-space network. TENNs demonstrate exceptional proficiency in handling multi-dimensional streaming data, facilitating advancements in object detection, action recognition, speech enhancement and language model/sequence generation. Through the utilization of polynomial-based continuous convolutions, TENNs streamline models, expedite training processes and significantly diminish memory requirements, achieving notable reductions of up to 50x in parameters and 5,000x in energy consumption compared to prevailing methodologies like transformers.
Integration with BrainChip’s Akida neuromorphic hardware IP further enhances TENNs’ capabilities, enabling the realization of highly capable, portable and passively cooled edge devices. This presentation delves into the technical innovations underlying TENNs, presents real-world benchmarks, and elucidates how this cutting-edge approach is positioned to revolutionize edge AI across diverse applications.
How to Interpret Trends in the Kalyan Rajdhani Mix Chart.pdfChart Kalyan
A Mix Chart displays historical data of numbers in a graphical or tabular form. The Kalyan Rajdhani Mix Chart specifically shows the results of a sequence of numbers over different periods.
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Steal this economic development marketing idea GIS Planning
The document provides profiles and ideas from several marketing experts. It discusses six ideas that economic developers can utilize:
1. Identifying digital ambassadors in a region to share and promote content.
2. Reusing valuable content in multiple ways to maximize its impact.
3. Using data to measure marketing effectiveness and make data-driven decisions.
4. Creating engaging infographics to present information that can be easily shared.
5. Understanding website visitors through analytics to tailor content and targeting.
6. Developing original marketing ideas tailored to each economic developer's unique needs and region.
Datalicious - Smart Data Driven MarketingDatalicious
Datalicious is a data analytics agency founded in 2007 that helps clients turn their data into actionable insights. It has a team of analysts and developers and works with best-in-class partners. Datalicious provides a wide range of data services including data collection, analytics, insights, and campaign execution. It serves clients across industries and helps visualize data, attribute media impact, and increase marketing relevance through personalized experiences.
Local mobile advertising will surpass national mobile ads by 2013. Search and social media websites are the most visited on smartphones. Local search ads have much higher click through rates than local display ads, and users are more ready to take action from search results. Restaurant, gas, and health/medical were the top local search categories in Q1 2012.
Addressing the Omnichannel dilemma should be a top priority for CPG manufacturers. The omnichannel brings with it, a wide array of new challenges. It's time for retailers and manufacturers to get OmniSmart about attracting, converting and delighting customers!
Content Marketing Battle Cry: Let's Declare War on Collateral!Yesler
The document discusses replacing outdated collateral practices with modern content marketing strategies. It identifies six "pests" that should be replaced: 1) the punch list, 2) speeds and feeds blasts, 3) one-way communication, 4) oversharing, 5) generalist marketers, and 6) gut feelings. Each pest should be replaced with a new strategy like focusing on the buyer's journey, education and trust-building, two-way dialogs, targeted sharing of the right content, using content marketing specialists, and making decisions informed by data. The presentation aims to help companies transform their content strategies to better meet the needs of today's technology buyers.
Gual Barwell - Holler, Christian Bartens - Datalicious, Barry Mowszowski - Starcom. Spoke at a NSW Youngbloods' event coined 50 Shades of Grey at Holler Sydney. In an effort to shed light on what big data means to the media and creative industries. How we can improve our consultative approach with clients to enhance their data programs as well as better leverage data to create quantifiable media and creative insights.
The Future of Retail: Shopping MobilizedIshraq Dhaly
Critical Mass is a consulting firm that has been in business for 16 years with over 700 employees across 8 offices and 25+ clients. The document discusses the growth of mobile technology and its impact on retail. Key points include: (1) Smartphone penetration is growing rapidly in the US and globally. (2) Web traffic and search are increasingly happening on mobile devices. (3) Mobile transactions and commerce are also growing significantly. (4) Retailers are adapting to this shift by developing mobile websites, apps, digital coupons, price matching, mobile POS, and payment solutions. (5) To succeed, retailers must have a comprehensive mobile strategy that is integrated across channels.
The Future of Retail: Shopping MobilizedCritical Mass
Critical Mass is a consulting firm that has been in business for 16 years with over 700 employees across 8 offices and 25+ clients. The document discusses the growth of mobile technology and its impact on retail. Key points include: (1) Smartphone penetration is growing rapidly in the US and globally. (2) Web traffic and search are increasingly happening on mobile devices. (3) Mobile transactions and commerce are also growing significantly. (4) Retailers are adapting to this shift by developing mobile websites, apps, digital coupons, price matching, mobile POS, and payment solutions. (5) To succeed, retailers must have a comprehensive mobile strategy that is integrated across channels.
Muddleme is a platform that provides fair cash payments to consumers for purchases, while enabling customer privacy and monetization of personal data. It is the only platform that offers consumer scoring and purchase accountability. Muddleme maximizes vendor returns on marketing investments by providing real-time ROI metrics and competitive intelligence. Vendors also gain valuable purchase information on customers.
Muddleme is a platform that provides fair cash payments to consumers for purchases, while enabling them to monetize their personal data privately. It offers unique consumer scoring and purchasing analytics to maximize vendor returns on marketing investments. Vendors gain real-time insights into ROI and competitors through sticky consumer purchase information.
The document discusses how social media has changed customer buying behavior and expectations. It notes that customers now complete 70% of their purchase journey independently before engaging sales. It advocates for a social selling approach where salespeople use social networks and tools to engage customers online. Some key points are that leading companies now generate 30-80% of revenue from social selling, and integrating social insights into CRM systems allows salespeople to have more meaningful conversations with customers. The document provides advice on developing a social selling strategy and implementation plan to adapt selling approaches for today's digital customers.
BlogWell Los Angeles Social Media Case Study: Life Technologies, presented by...SocialMedia.org
In her BlogWell Los Angeles presentation, Life Technologies' Global Senior eMarketing Manager – Search & Social, Robin Smith, shares how -- as a BtoB company -- they are using social media for lead generation and data integration.
She goes into detail about their KPI framework, using social media exclusively to launch new products, and how they integrate their social data into new marketing techniques.
Watch the video of this presentation here: https://vimeo.com/57571474
Keynote: Data-Driven Marketing -- Trends and Implications for Search MarketersMediaPost
How should marketers define search and what will it look like in 2013? What to expect from on-site search and in mobile applications? As new technologies emerge, how will marketers measure interest-based marketing in alternative types of interactions, connecting messages across media?
Keynote:
Mark Jeffery, Senior Lecturer of Executive Programs at the Kellogg School of Management, Center for Research on Technology and Innovation at the Kellogg School of Management.
Big Data: The Road to Know More About Your BusinessOAUGNJ
This document discusses big data trends and how organizations can leverage big data to gain insights into their business. It provides an overview of big data technologies like Hadoop and how companies can build a big data strategy. Examples are given of how different industries like retail, healthcare, and online services are using big data to personalize the customer experience, combat fraud, and streamline operations. The presentation concludes by addressing common big data challenges and opportunities that using big data provides.
Datalicious is a data analytics company founded in 2007 that uses data to provide actionable insights and execute smart marketing campaigns. It has a team of analysts and developers and works with a variety of data platforms and tools to offer services across data collection, analytics, insights, and campaign implementation. Datalicious has clients across many industries and aims to turn data into action by standardizing metrics, breaking down data silos, visualizing data, and increasing marketing relevance through segmentation and retargeting.
MyNewsDay presentation 29th of May 2012Mindjumpers
Mindjumpers is a social media agency operating in Northern Europe, primarily in the Nordic region. They have become a leading full-service social media agency in the Nordics in just 3 years with multiple global clients. They help B2C and B2B companies organize, manage, and engage in social media through proven processes to organize, manage, measure, and engage across markets in a structured and cost-effective way. Their goal is to create value by combining paid, owned, and earned media for clients.
TBG Digital provides Facebook marketing services including strategy, creative content, media placement, and insights. They focus on measuring metrics that matter like awareness, preference, sales, consumption, and advocacy. The document describes three case studies where TBG Digital helped clients measure these important metrics: measuring brand preference through online surveys, measuring advocacy through a "Social NPS" score, and measuring the impact of Facebook fan acquisition on sales for a fashion retailer.
The New World of Emotional Data: From Analysis to StorytellingVivastream
This document discusses how data is being generated at unprecedented levels and the opportunities this presents for creativity. It notes that data can both inspire and seduce creativity, providing insights but also risking replacing creativity with science. The document advocates using data to inspire creativity rather than replace it. It provides examples of how emotional data and insights derived from data have led to more effective creative campaigns that drive real changes in consumer behavior.
The New World of Emotional Data: From Analysis to StorytellingVivastream
In a world of abundant data and always-on consumers, the importance of data is evolving from being about targeting and modeling to being "in the moment" with the consumer. Today data value is not only about consumer purchase decision paths but also about their emotional states ... about allowing the marketer to be present with the consumer within their experience, shifting the emphasis from statistical analysis to storytelling. As real-time adaptive marketing becomes the norm, marketing success and effective marketing spending will increasingly rely on re-imagining the data in order to move the consumer effectively to action by meeting them within their mindset. We've learned that messages about fitness and health don't always spur action in those looking to lose weight and that marketing messages about the joys of house ownership don't always activate mortgage deals. Traditional marketing relies on a definition of "brand" that is static; but in an always-on dynamic world, marketing messages and content need to be fluid, interactive and inspired. Learn how emotional data fuels a different kind of marketing idea and why we need to progress from data dashboards and modeling to emotional relevance and meaning.
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For the full video of this presentation, please visit: https://www.edge-ai-vision.com/2024/06/temporal-event-neural-networks-a-more-efficient-alternative-to-the-transformer-a-presentation-from-brainchip/
Chris Jones, Director of Product Management at BrainChip , presents the “Temporal Event Neural Networks: A More Efficient Alternative to the Transformer” tutorial at the May 2024 Embedded Vision Summit.
The expansion of AI services necessitates enhanced computational capabilities on edge devices. Temporal Event Neural Networks (TENNs), developed by BrainChip, represent a novel and highly efficient state-space network. TENNs demonstrate exceptional proficiency in handling multi-dimensional streaming data, facilitating advancements in object detection, action recognition, speech enhancement and language model/sequence generation. Through the utilization of polynomial-based continuous convolutions, TENNs streamline models, expedite training processes and significantly diminish memory requirements, achieving notable reductions of up to 50x in parameters and 5,000x in energy consumption compared to prevailing methodologies like transformers.
Integration with BrainChip’s Akida neuromorphic hardware IP further enhances TENNs’ capabilities, enabling the realization of highly capable, portable and passively cooled edge devices. This presentation delves into the technical innovations underlying TENNs, presents real-world benchmarks, and elucidates how this cutting-edge approach is positioned to revolutionize edge AI across diverse applications.
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A Mix Chart displays historical data of numbers in a graphical or tabular form. The Kalyan Rajdhani Mix Chart specifically shows the results of a sequence of numbers over different periods.
How information systems are built or acquired puts information, which is what they should be about, in a secondary place. Our language adapted accordingly, and we no longer talk about information systems but applications. Applications evolved in a way to break data into diverse fragments, tightly coupled with applications and expensive to integrate. The result is technical debt, which is re-paid by taking even bigger "loans", resulting in an ever-increasing technical debt. Software engineering and procurement practices work in sync with market forces to maintain this trend. This talk demonstrates how natural this situation is. The question is: can something be done to reverse the trend?
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Key Takeaways:
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Conversational agents, or chatbots, are increasingly used to access all sorts of services using natural language. While open-domain chatbots - like ChatGPT - can converse on any topic, task-oriented chatbots - the focus of this paper - are designed for specific tasks, like booking a flight, obtaining customer support, or setting an appointment. Like any other software, task-oriented chatbots need to be properly tested, usually by defining and executing test scenarios (i.e., sequences of user-chatbot interactions). However, there is currently a lack of methods to quantify the completeness and strength of such test scenarios, which can lead to low-quality tests, and hence to buggy chatbots.
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You’ll leave this webinar with a better understanding of how to maximize the potential of automations by making use of attributes & automation parameters, with the ultimate goal of setting your enterprise integration workflows up on autopilot.
Northern Engraving | Modern Metal Trim, Nameplates and Appliance PanelsNorthern Engraving
What began over 115 years ago as a supplier of precision gauges to the automotive industry has evolved into being an industry leader in the manufacture of product branding, automotive cockpit trim and decorative appliance trim. Value-added services include in-house Design, Engineering, Program Management, Test Lab and Tool Shops.
The Department of Veteran Affairs (VA) invited Taylor Paschal, Knowledge & Information Management Consultant at Enterprise Knowledge, to speak at a Knowledge Management Lunch and Learn hosted on June 12, 2024. All Office of Administration staff were invited to attend and received professional development credit for participating in the voluntary event.
The objectives of the Lunch and Learn presentation were to:
- Review what KM ‘is’ and ‘isn’t’
- Understand the value of KM and the benefits of engaging
- Define and reflect on your “what’s in it for me?”
- Share actionable ways you can participate in Knowledge - - Capture & Transfer
"NATO Hackathon Winner: AI-Powered Drug Search", Taras KlobaFwdays
This is a session that details how PostgreSQL's features and Azure AI Services can be effectively used to significantly enhance the search functionality in any application.
In this session, we'll share insights on how we used PostgreSQL to facilitate precise searches across multiple fields in our mobile application. The techniques include using LIKE and ILIKE operators and integrating a trigram-based search to handle potential misspellings, thereby increasing the search accuracy.
We'll also discuss how the azure_ai extension on PostgreSQL databases in Azure and Azure AI Services were utilized to create vectors from user input, a feature beneficial when users wish to find specific items based on text prompts. While our application's case study involves a drug search, the techniques and principles shared in this session can be adapted to improve search functionality in a wide range of applications. Join us to learn how PostgreSQL and Azure AI can be harnessed to enhance your application's search capability.
In the realm of cybersecurity, offensive security practices act as a critical shield. By simulating real-world attacks in a controlled environment, these techniques expose vulnerabilities before malicious actors can exploit them. This proactive approach allows manufacturers to identify and fix weaknesses, significantly enhancing system security.
This presentation delves into the development of a system designed to mimic Galileo's Open Service signal using software-defined radio (SDR) technology. We'll begin with a foundational overview of both Global Navigation Satellite Systems (GNSS) and the intricacies of digital signal processing.
The presentation culminates in a live demonstration. We'll showcase the manipulation of Galileo's Open Service pilot signal, simulating an attack on various software and hardware systems. This practical demonstration serves to highlight the potential consequences of unaddressed vulnerabilities, emphasizing the importance of offensive security practices in safeguarding critical infrastructure.
AppSec PNW: Android and iOS Application Security with MobSFAjin Abraham
Mobile Security Framework - MobSF is a free and open source automated mobile application security testing environment designed to help security engineers, researchers, developers, and penetration testers to identify security vulnerabilities, malicious behaviours and privacy concerns in mobile applications using static and dynamic analysis. It supports all the popular mobile application binaries and source code formats built for Android and iOS devices. In addition to automated security assessment, it also offers an interactive testing environment to build and execute scenario based test/fuzz cases against the application.
This talk covers:
Using MobSF for static analysis of mobile applications.
Interactive dynamic security assessment of Android and iOS applications.
Solving Mobile app CTF challenges.
Reverse engineering and runtime analysis of Mobile malware.
How to shift left and integrate MobSF/mobsfscan SAST and DAST in your build pipeline.
"Scaling RAG Applications to serve millions of users", Kevin GoedeckeFwdays
How we managed to grow and scale a RAG application from zero to thousands of users in 7 months. Lessons from technical challenges around managing high load for LLMs, RAGs and Vector databases.
Freshworks Rethinks NoSQL for Rapid Scaling & Cost-EfficiencyScyllaDB
Freshworks creates AI-boosted business software that helps employees work more efficiently and effectively. Managing data across multiple RDBMS and NoSQL databases was already a challenge at their current scale. To prepare for 10X growth, they knew it was time to rethink their database strategy. Learn how they architected a solution that would simplify scaling while keeping costs under control.
"Choosing proper type of scaling", Olena SyrotaFwdays
Imagine an IoT processing system that is already quite mature and production-ready and for which client coverage is growing and scaling and performance aspects are life and death questions. The system has Redis, MongoDB, and stream processing based on ksqldb. In this talk, firstly, we will analyze scaling approaches and then select the proper ones for our system.
2. Embracing analytics
Online and mobile
Companies to watch
◦ Pedestrian counting & tracking
◦ “Big data” solutions
Summary
Copyright - Jan L. Davis - April 19, 2012 2
3. “If you can’t measure it, you can’t manage it.”
Need for metrics never more acute
Growth of online and mobile impacting
brick & mortar
Understanding profit growth levers - crucial
Copyright - Jan L. Davis - April 19, 2012 3
4. Marketing spend
Store traffic
Labor hours
Conversion rate
Ticket/basket size
Inventory turns
Out of stock conditions
New product introductions
And they all interact!
Copyright - Jan L. Davis - April 19, 2012 4
5. Embracing analytics
Online and mobile
Companies to watch
◦ Pedestrian counting & tracking
◦ “Big data” solutions
Summary
Copyright - Jan L. Davis - April 19, 2012 5
7. Retail stores = showrooms for online shopping?
Amazon Price Check might be evil, but it’s the
future, Erik Kain, Forbes, 12/14/11
Copyright - Jan L. Davis - April 19, 2012 7
9. Sustaining and disruptive change
Embracing analytics
Online and mobile
Companies to watch
◦ Pedestrian counting & tracking
◦ “Big data” solutions
Summary
Copyright - Jan L. Davis - April 19, 2012 9
12. Digital video single-purpose device with
embedded technology
Overhead infrared readers
Side-mounted gates with infrared readers
Digital video appliance with cameras
Hybrid - automated human review of security
camera video
Smart phones
Copyright - Jan L. Davis - April 19, 2012 12
13. Why count traffic?
◦ Scheduling labor
◦ Measuring marketing impact
◦ Improving service through training & feedback
◦ Tracking KPIs like conversion rate
Why track shoppers?
◦ Assessing capture rate & unique or repeat visitors
◦ Improving layouts and planograms
◦ Measuring engagement with displays
◦ Calculating SKU conversion
◦ Improving service
When Retail Customers Count
Conversion: The Last Great Retail Metric
◦ Both by Mark Ryski, Headcount
Copyright - Jan L. Davis - April 19, 2012 13
15. Global leader in thermal imaging
devices for broad array of
applications
People counting and queue
management in retail
◦ Resell devices to multiple people
counting companies
◦ Partner with large supermarket
chains (Tesco, Kroger) for queue
management
Copyright - Jan L. Davis - April 19, 2012 15
16. “Google Analytics for Real World Stores”
ReTel’s Technology integrates
with security cameras to track:
◦ Operations
◦ Consumer behavior
◦ Merchandising
Hybrid computer vision and
video tagging assembly line
Scalable from 1 to 1000+ stores
Copyright - Jan L. Davis - April 19,
2012 16
Proprietary & Confidential – Please Do Not Distribute
17. Detailed
Customer Counts By
Demographics:
Day of Week
Age, Gender
and Height
Customer
Counts By
Gender
Avg.
Customer
Counts By
Hour Not Shown:
Group Size
Copyright - Jan L. Davis - April 19, 2012 17
18. Shopper
Interaction
Heat Map
Category
Conversion
Funnel
Sales
Associate
Metrics
Sales
Associate
Impact
Copyright - Jan L. Davis - April 19, 2012 18
19. Anonymous tracking of GPS-enabled phones
Capture rate, dwell time, unique and repeat
visitors, benchmarking
Inexpensive hardware
Allows consumer
opt-out online
Copyright - Jan L. Davis - April 19, 2012 19
20. External Meta Data
(i.e. Yelp, Weather, Retail data,
Consumer opt-in data) Operational Analytics
Removes
“noisy
data”
Raw Heuristic
Data Filters Euclid
Filtered Learning
Data Machine
Marketing Analytics
Copyright - Jan L. Davis - April 19, 2012
21. Simple metrics create real revenue opportunities
Retail Property Owners Out-of-Home Advertising
Key metrics vary by store Used for operational, Bringing the best of
type: planning, advertising online advertising to the
and leasing offline world
Example: Apparel Example: Tenant Mix Example: Impressions,
Example: Coffee Conversion, Relevance
Copyright - Jan L. Davis - April 19, 2012
22. Consumer retail behaviors too numerous &
diverse for commonly used tools
◦ Increasing volume
◦ Increasing speed
◦ Increasing variety, both sources & types
DunnHumby
Retail Solutions
Copyright - Jan L. Davis - April 19, 2012 22
23. Partnered with Tesco to launch loyalty card
Launched in US with Kroger JV, exclusive for
grocery
Expanded to Macy’s & others
Analyze transaction & loyalty card data
Overlay research, media & online data
Mine data to localize & personalize offers
◦ Direct mail
◦ Email
◦ Online contextual ads
Provide demand-based pricing optimization
Copyright - Jan L. Davis - April 19, 2012 23
24. Paying customers are CPG companies.
Provide free services to retailers
◦ Analyze point-of-sale, supply chain, merchandiser
feedback, customer loyalty data
◦ Fix out-of-stocks, correct root causes
◦ Ensure compliance with pricing, promotion,
planagram commitments
◦ Operate replenishment programs
◦ Improve new product introductions
Copyright - Jan L. Davis - April 19, 2012 24
25. Category Forecasting and S&OP
Management
Inventory
Pricing Management Management &
Sales & Marketing
Replenishment
Supply Chain
Retail
Promotion
Management Execution Out-of Stocks
Management
New Product
Shrink & Unsaleables
Introductions
Store Operations & End of Life & Package
Field Sales Transitions
Copyright - Jan L. Davis - April 19, 2012
25
26. Changing environment: opportunity & threat
Analytics
◦ New metrics emerging
◦ Standard metrics matter more than ever
Online and mobile
◦ Drive customer behavior
◦ Provide new operational solutions & threats
“Simultaneous discovery” epidemic
◦ Shopper counting & tracking
◦ “Big data” analysis and solutions
Copyright - Jan L. Davis - April 19, 2012 26