City of Melbourne Keynote Sydney Customer Appreciation DayAmazon Web Services
The City of Melbourne faced challenges of rising community expectations, digital disruption, urban growth, and shrinking budgets. As Chief Information Officer, Colin Fairweather explored using cloud opportunities to help address these challenges. A proof of concept was conducted hosting premier event websites on AWS which demonstrated the benefits of dynamic scaling, high availability, and removing infrastructure roadblocks. This provided learning around cloud architecture, skills, and implications of design options. The city is now considering additional uses of the cloud like test/development, disaster recovery, and new business models.
This document outlines a proposal for UberCab, a next-generation on-demand car service that uses mobile apps and optimized dispatching to provide faster, more efficient rides than traditional taxis. Key aspects include using luxury vehicles, incentivizing high-quality drivers, only allowing pre-screened members to request rides digitally, and using advanced algorithms to minimize wait and drive times. The service aims to initially launch in San Francisco and New York, targeting professionals, with plans to expand nationwide and integrate additional location-based services.
CIO Event - Big data, open data and telepathy: building better places to live...Global Business Intel
Big data, open data and telepathy: building better places to live, work and travel
Presented by: Rick Robinson, IT Director, Smart Data and Technology, Amey
The document describes a proposed mobile app called Youmove.me that aims to simplify travel planning by providing door-to-door trip planning across multiple transportation options. Currently, trip planning requires searching multiple websites. Youmove.me would allow users to easily plan trips from their current location to their destination using one button. The startup is currently in the early development stage and plans to launch initially in Italy to gain feedback before expanding.
AIRBNB presentation design portfolio by Bikinslide comBikinSlide
AIRBNB, it's nother exploration on startup history by Bikinslide.com
====================
Bikinslide.com is a startup that working on professional presentation design on demand for their clients.
Need our help to design your presentation?
visit us on:
http://bikinslide.com/
Work inquiry:
info.bikinslide@gmail.com
Facebook:
https://www.facebook.com/bikinslidecom/
Instagram:
https://www.instagram.com/bikinslidecom/
LinkedIn:
https://www.linkedin.com/company/13648483/
Despite the hype about Smart Cities, many IoT startups find this sector daunting, thinking smart city applications are complex, hard to sell and require intensive support. Rick Robinson thinks this is a myth and in this talk he will look at the current state of Smart Cities and where some of the most interesting challenges lie.
From Airbnb to Zara: The A-Z of Market DisruptorsVistage UK
Disruptive Innovation is Attractive, But Can Seem a Little Scary to Small Companies. This A-Z of Market Disruptors Demonstrates Why You May Be the One to Shake Things Up.
City of Melbourne Keynote Sydney Customer Appreciation DayAmazon Web Services
The City of Melbourne faced challenges of rising community expectations, digital disruption, urban growth, and shrinking budgets. As Chief Information Officer, Colin Fairweather explored using cloud opportunities to help address these challenges. A proof of concept was conducted hosting premier event websites on AWS which demonstrated the benefits of dynamic scaling, high availability, and removing infrastructure roadblocks. This provided learning around cloud architecture, skills, and implications of design options. The city is now considering additional uses of the cloud like test/development, disaster recovery, and new business models.
This document outlines a proposal for UberCab, a next-generation on-demand car service that uses mobile apps and optimized dispatching to provide faster, more efficient rides than traditional taxis. Key aspects include using luxury vehicles, incentivizing high-quality drivers, only allowing pre-screened members to request rides digitally, and using advanced algorithms to minimize wait and drive times. The service aims to initially launch in San Francisco and New York, targeting professionals, with plans to expand nationwide and integrate additional location-based services.
CIO Event - Big data, open data and telepathy: building better places to live...Global Business Intel
Big data, open data and telepathy: building better places to live, work and travel
Presented by: Rick Robinson, IT Director, Smart Data and Technology, Amey
The document describes a proposed mobile app called Youmove.me that aims to simplify travel planning by providing door-to-door trip planning across multiple transportation options. Currently, trip planning requires searching multiple websites. Youmove.me would allow users to easily plan trips from their current location to their destination using one button. The startup is currently in the early development stage and plans to launch initially in Italy to gain feedback before expanding.
AIRBNB presentation design portfolio by Bikinslide comBikinSlide
AIRBNB, it's nother exploration on startup history by Bikinslide.com
====================
Bikinslide.com is a startup that working on professional presentation design on demand for their clients.
Need our help to design your presentation?
visit us on:
http://bikinslide.com/
Work inquiry:
info.bikinslide@gmail.com
Facebook:
https://www.facebook.com/bikinslidecom/
Instagram:
https://www.instagram.com/bikinslidecom/
LinkedIn:
https://www.linkedin.com/company/13648483/
Despite the hype about Smart Cities, many IoT startups find this sector daunting, thinking smart city applications are complex, hard to sell and require intensive support. Rick Robinson thinks this is a myth and in this talk he will look at the current state of Smart Cities and where some of the most interesting challenges lie.
From Airbnb to Zara: The A-Z of Market DisruptorsVistage UK
Disruptive Innovation is Attractive, But Can Seem a Little Scary to Small Companies. This A-Z of Market Disruptors Demonstrates Why You May Be the One to Shake Things Up.
Boston Civic Expo Spring 2013: City of Boston Data ScienceCodeForBoston
City of Boston Principal Data Scientist Curt Savoie discusses the City's open data portal, the state of open data, and the ways that citizens can help him make Boston a better place.
Boston Civic Expo Spring 2013: Engagement Game LabCodeForBoston
Emerson Visiting Professor Jesse Baldwin-Philippi discusses the gamification and civic engagement work being investigated at the Emerson College Engagement Game Lab.
Sensys EasyTDS is tax deduction and collection software that automates tedious TDS/TCS tasks. It allows auto calculation of TDS and TCS, generation of e-TDS/e-TCS returns including corrections. It also facilitates printing of challans and certificates, and import of data from Tally and Excel. The software's key features include auto calculation for different types of TDS payments, generation of various forms, auto filled challan printing, and quarterly e-statement filing. It is designed for easy data entry and return creation to simplify the TDS/TCS process.
Boston Civic Expo Spring 2013: URBAN.BostonCodeForBoston
Michael P. Johnson of the University of Massachusetts Boston and URBAN.Boston presented at the Code for Boston Civic Expo on June 1, 2013. He discussed how community-based organizations that serve low-income communities have a strong mission but often lack data and analytics capabilities. His goals were to understand what data these organizations need to succeed and how data could help improve decision-making. He proposed collaborating with community members and organizations to develop "information and decision aids" to empower communities.
Boston Civic Expo Spring 2013: MA Office of the Government Innovation OfficerCodeForBoston
Deputy Government Innovation Officer Joan Matsumoto discusses the problems with agile innovation in government and the ways the OGIO is addressing them.
Generating privacy-protected synthetic data using Secludy and MilvusZilliz
During this demo, the founders of Secludy will demonstrate how their system utilizes Milvus to store and manipulate embeddings for generating privacy-protected synthetic data. Their approach not only maintains the confidentiality of the original data but also enhances the utility and scalability of LLMs under privacy constraints. Attendees, including machine learning engineers, data scientists, and data managers, will witness first-hand how Secludy's integration with Milvus empowers organizations to harness the power of LLMs securely and efficiently.
Skybuffer SAM4U tool for SAP license adoptionTatiana Kojar
Manage and optimize your license adoption and consumption with SAM4U, an SAP free customer software asset management tool.
SAM4U, an SAP complimentary software asset management tool for customers, delivers a detailed and well-structured overview of license inventory and usage with a user-friendly interface. We offer a hosted, cost-effective, and performance-optimized SAM4U setup in the Skybuffer Cloud environment. You retain ownership of the system and data, while we manage the ABAP 7.58 infrastructure, ensuring fixed Total Cost of Ownership (TCO) and exceptional services through the SAP Fiori interface.
FREE A4 Cyber Security Awareness Posters-Social Engineering part 3Data Hops
Free A4 downloadable and printable Cyber Security, Social Engineering Safety and security Training Posters . Promote security awareness in the home or workplace. Lock them Out From training providers datahops.com
Taking AI to the Next Level in Manufacturing.pdfssuserfac0301
Read Taking AI to the Next Level in Manufacturing to gain insights on AI adoption in the manufacturing industry, such as:
1. How quickly AI is being implemented in manufacturing.
2. Which barriers stand in the way of AI adoption.
3. How data quality and governance form the backbone of AI.
4. Organizational processes and structures that may inhibit effective AI adoption.
6. Ideas and approaches to help build your organization's AI strategy.
Driving Business Innovation: Latest Generative AI Advancements & Success StorySafe Software
Are you ready to revolutionize how you handle data? Join us for a webinar where we’ll bring you up to speed with the latest advancements in Generative AI technology and discover how leveraging FME with tools from giants like Google Gemini, Amazon, and Microsoft OpenAI can supercharge your workflow efficiency.
During the hour, we’ll take you through:
Guest Speaker Segment with Hannah Barrington: Dive into the world of dynamic real estate marketing with Hannah, the Marketing Manager at Workspace Group. Hear firsthand how their team generates engaging descriptions for thousands of office units by integrating diverse data sources—from PDF floorplans to web pages—using FME transformers, like OpenAIVisionConnector and AnthropicVisionConnector. This use case will show you how GenAI can streamline content creation for marketing across the board.
Ollama Use Case: Learn how Scenario Specialist Dmitri Bagh has utilized Ollama within FME to input data, create custom models, and enhance security protocols. This segment will include demos to illustrate the full capabilities of FME in AI-driven processes.
Custom AI Models: Discover how to leverage FME to build personalized AI models using your data. Whether it’s populating a model with local data for added security or integrating public AI tools, find out how FME facilitates a versatile and secure approach to AI.
We’ll wrap up with a live Q&A session where you can engage with our experts on your specific use cases, and learn more about optimizing your data workflows with AI.
This webinar is ideal for professionals seeking to harness the power of AI within their data management systems while ensuring high levels of customization and security. Whether you're a novice or an expert, gain actionable insights and strategies to elevate your data processes. Join us to see how FME and AI can revolutionize how you work with data!
zkStudyClub - LatticeFold: A Lattice-based Folding Scheme and its Application...Alex Pruden
Folding is a recent technique for building efficient recursive SNARKs. Several elegant folding protocols have been proposed, such as Nova, Supernova, Hypernova, Protostar, and others. However, all of them rely on an additively homomorphic commitment scheme based on discrete log, and are therefore not post-quantum secure. In this work we present LatticeFold, the first lattice-based folding protocol based on the Module SIS problem. This folding protocol naturally leads to an efficient recursive lattice-based SNARK and an efficient PCD scheme. LatticeFold supports folding low-degree relations, such as R1CS, as well as high-degree relations, such as CCS. The key challenge is to construct a secure folding protocol that works with the Ajtai commitment scheme. The difficulty, is ensuring that extracted witnesses are low norm through many rounds of folding. We present a novel technique using the sumcheck protocol to ensure that extracted witnesses are always low norm no matter how many rounds of folding are used. Our evaluation of the final proof system suggests that it is as performant as Hypernova, while providing post-quantum security.
Paper Link: https://eprint.iacr.org/2024/257
Digital Marketing Trends in 2024 | Guide for Staying AheadWask
https://www.wask.co/ebooks/digital-marketing-trends-in-2024
Feeling lost in the digital marketing whirlwind of 2024? Technology is changing, consumer habits are evolving, and staying ahead of the curve feels like a never-ending pursuit. This e-book is your compass. Dive into actionable insights to handle the complexities of modern marketing. From hyper-personalization to the power of user-generated content, learn how to build long-term relationships with your audience and unlock the secrets to success in the ever-shifting digital landscape.
Monitoring and Managing Anomaly Detection on OpenShift.pdfTosin Akinosho
Monitoring and Managing Anomaly Detection on OpenShift
Overview
Dive into the world of anomaly detection on edge devices with our comprehensive hands-on tutorial. This SlideShare presentation will guide you through the entire process, from data collection and model training to edge deployment and real-time monitoring. Perfect for those looking to implement robust anomaly detection systems on resource-constrained IoT/edge devices.
Key Topics Covered
1. Introduction to Anomaly Detection
- Understand the fundamentals of anomaly detection and its importance in identifying unusual behavior or failures in systems.
2. Understanding Edge (IoT)
- Learn about edge computing and IoT, and how they enable real-time data processing and decision-making at the source.
3. What is ArgoCD?
- Discover ArgoCD, a declarative, GitOps continuous delivery tool for Kubernetes, and its role in deploying applications on edge devices.
4. Deployment Using ArgoCD for Edge Devices
- Step-by-step guide on deploying anomaly detection models on edge devices using ArgoCD.
5. Introduction to Apache Kafka and S3
- Explore Apache Kafka for real-time data streaming and Amazon S3 for scalable storage solutions.
6. Viewing Kafka Messages in the Data Lake
- Learn how to view and analyze Kafka messages stored in a data lake for better insights.
7. What is Prometheus?
- Get to know Prometheus, an open-source monitoring and alerting toolkit, and its application in monitoring edge devices.
8. Monitoring Application Metrics with Prometheus
- Detailed instructions on setting up Prometheus to monitor the performance and health of your anomaly detection system.
9. What is Camel K?
- Introduction to Camel K, a lightweight integration framework built on Apache Camel, designed for Kubernetes.
10. Configuring Camel K Integrations for Data Pipelines
- Learn how to configure Camel K for seamless data pipeline integrations in your anomaly detection workflow.
11. What is a Jupyter Notebook?
- Overview of Jupyter Notebooks, an open-source web application for creating and sharing documents with live code, equations, visualizations, and narrative text.
12. Jupyter Notebooks with Code Examples
- Hands-on examples and code snippets in Jupyter Notebooks to help you implement and test anomaly detection models.
For the full video of this presentation, please visit: https://www.edge-ai-vision.com/2024/06/how-axelera-ai-uses-digital-compute-in-memory-to-deliver-fast-and-energy-efficient-computer-vision-a-presentation-from-axelera-ai/
Bram Verhoef, Head of Machine Learning at Axelera AI, presents the “How Axelera AI Uses Digital Compute-in-memory to Deliver Fast and Energy-efficient Computer Vision” tutorial at the May 2024 Embedded Vision Summit.
As artificial intelligence inference transitions from cloud environments to edge locations, computer vision applications achieve heightened responsiveness, reliability and privacy. This migration, however, introduces the challenge of operating within the stringent confines of resource constraints typical at the edge, including small form factors, low energy budgets and diminished memory and computational capacities. Axelera AI addresses these challenges through an innovative approach of performing digital computations within memory itself. This technique facilitates the realization of high-performance, energy-efficient and cost-effective computer vision capabilities at the thin and thick edge, extending the frontier of what is achievable with current technologies.
In this presentation, Verhoef unveils his company’s pioneering chip technology and demonstrates its capacity to deliver exceptional frames-per-second performance across a range of standard computer vision networks typical of applications in security, surveillance and the industrial sector. This shows that advanced computer vision can be accessible and efficient, even at the very edge of our technological ecosystem.
Boston Civic Expo Spring 2013: City of Boston Data ScienceCodeForBoston
City of Boston Principal Data Scientist Curt Savoie discusses the City's open data portal, the state of open data, and the ways that citizens can help him make Boston a better place.
Boston Civic Expo Spring 2013: Engagement Game LabCodeForBoston
Emerson Visiting Professor Jesse Baldwin-Philippi discusses the gamification and civic engagement work being investigated at the Emerson College Engagement Game Lab.
Sensys EasyTDS is tax deduction and collection software that automates tedious TDS/TCS tasks. It allows auto calculation of TDS and TCS, generation of e-TDS/e-TCS returns including corrections. It also facilitates printing of challans and certificates, and import of data from Tally and Excel. The software's key features include auto calculation for different types of TDS payments, generation of various forms, auto filled challan printing, and quarterly e-statement filing. It is designed for easy data entry and return creation to simplify the TDS/TCS process.
Boston Civic Expo Spring 2013: URBAN.BostonCodeForBoston
Michael P. Johnson of the University of Massachusetts Boston and URBAN.Boston presented at the Code for Boston Civic Expo on June 1, 2013. He discussed how community-based organizations that serve low-income communities have a strong mission but often lack data and analytics capabilities. His goals were to understand what data these organizations need to succeed and how data could help improve decision-making. He proposed collaborating with community members and organizations to develop "information and decision aids" to empower communities.
Boston Civic Expo Spring 2013: MA Office of the Government Innovation OfficerCodeForBoston
Deputy Government Innovation Officer Joan Matsumoto discusses the problems with agile innovation in government and the ways the OGIO is addressing them.
Generating privacy-protected synthetic data using Secludy and MilvusZilliz
During this demo, the founders of Secludy will demonstrate how their system utilizes Milvus to store and manipulate embeddings for generating privacy-protected synthetic data. Their approach not only maintains the confidentiality of the original data but also enhances the utility and scalability of LLMs under privacy constraints. Attendees, including machine learning engineers, data scientists, and data managers, will witness first-hand how Secludy's integration with Milvus empowers organizations to harness the power of LLMs securely and efficiently.
Skybuffer SAM4U tool for SAP license adoptionTatiana Kojar
Manage and optimize your license adoption and consumption with SAM4U, an SAP free customer software asset management tool.
SAM4U, an SAP complimentary software asset management tool for customers, delivers a detailed and well-structured overview of license inventory and usage with a user-friendly interface. We offer a hosted, cost-effective, and performance-optimized SAM4U setup in the Skybuffer Cloud environment. You retain ownership of the system and data, while we manage the ABAP 7.58 infrastructure, ensuring fixed Total Cost of Ownership (TCO) and exceptional services through the SAP Fiori interface.
FREE A4 Cyber Security Awareness Posters-Social Engineering part 3Data Hops
Free A4 downloadable and printable Cyber Security, Social Engineering Safety and security Training Posters . Promote security awareness in the home or workplace. Lock them Out From training providers datahops.com
Taking AI to the Next Level in Manufacturing.pdfssuserfac0301
Read Taking AI to the Next Level in Manufacturing to gain insights on AI adoption in the manufacturing industry, such as:
1. How quickly AI is being implemented in manufacturing.
2. Which barriers stand in the way of AI adoption.
3. How data quality and governance form the backbone of AI.
4. Organizational processes and structures that may inhibit effective AI adoption.
6. Ideas and approaches to help build your organization's AI strategy.
Driving Business Innovation: Latest Generative AI Advancements & Success StorySafe Software
Are you ready to revolutionize how you handle data? Join us for a webinar where we’ll bring you up to speed with the latest advancements in Generative AI technology and discover how leveraging FME with tools from giants like Google Gemini, Amazon, and Microsoft OpenAI can supercharge your workflow efficiency.
During the hour, we’ll take you through:
Guest Speaker Segment with Hannah Barrington: Dive into the world of dynamic real estate marketing with Hannah, the Marketing Manager at Workspace Group. Hear firsthand how their team generates engaging descriptions for thousands of office units by integrating diverse data sources—from PDF floorplans to web pages—using FME transformers, like OpenAIVisionConnector and AnthropicVisionConnector. This use case will show you how GenAI can streamline content creation for marketing across the board.
Ollama Use Case: Learn how Scenario Specialist Dmitri Bagh has utilized Ollama within FME to input data, create custom models, and enhance security protocols. This segment will include demos to illustrate the full capabilities of FME in AI-driven processes.
Custom AI Models: Discover how to leverage FME to build personalized AI models using your data. Whether it’s populating a model with local data for added security or integrating public AI tools, find out how FME facilitates a versatile and secure approach to AI.
We’ll wrap up with a live Q&A session where you can engage with our experts on your specific use cases, and learn more about optimizing your data workflows with AI.
This webinar is ideal for professionals seeking to harness the power of AI within their data management systems while ensuring high levels of customization and security. Whether you're a novice or an expert, gain actionable insights and strategies to elevate your data processes. Join us to see how FME and AI can revolutionize how you work with data!
zkStudyClub - LatticeFold: A Lattice-based Folding Scheme and its Application...Alex Pruden
Folding is a recent technique for building efficient recursive SNARKs. Several elegant folding protocols have been proposed, such as Nova, Supernova, Hypernova, Protostar, and others. However, all of them rely on an additively homomorphic commitment scheme based on discrete log, and are therefore not post-quantum secure. In this work we present LatticeFold, the first lattice-based folding protocol based on the Module SIS problem. This folding protocol naturally leads to an efficient recursive lattice-based SNARK and an efficient PCD scheme. LatticeFold supports folding low-degree relations, such as R1CS, as well as high-degree relations, such as CCS. The key challenge is to construct a secure folding protocol that works with the Ajtai commitment scheme. The difficulty, is ensuring that extracted witnesses are low norm through many rounds of folding. We present a novel technique using the sumcheck protocol to ensure that extracted witnesses are always low norm no matter how many rounds of folding are used. Our evaluation of the final proof system suggests that it is as performant as Hypernova, while providing post-quantum security.
Paper Link: https://eprint.iacr.org/2024/257
Digital Marketing Trends in 2024 | Guide for Staying AheadWask
https://www.wask.co/ebooks/digital-marketing-trends-in-2024
Feeling lost in the digital marketing whirlwind of 2024? Technology is changing, consumer habits are evolving, and staying ahead of the curve feels like a never-ending pursuit. This e-book is your compass. Dive into actionable insights to handle the complexities of modern marketing. From hyper-personalization to the power of user-generated content, learn how to build long-term relationships with your audience and unlock the secrets to success in the ever-shifting digital landscape.
Monitoring and Managing Anomaly Detection on OpenShift.pdfTosin Akinosho
Monitoring and Managing Anomaly Detection on OpenShift
Overview
Dive into the world of anomaly detection on edge devices with our comprehensive hands-on tutorial. This SlideShare presentation will guide you through the entire process, from data collection and model training to edge deployment and real-time monitoring. Perfect for those looking to implement robust anomaly detection systems on resource-constrained IoT/edge devices.
Key Topics Covered
1. Introduction to Anomaly Detection
- Understand the fundamentals of anomaly detection and its importance in identifying unusual behavior or failures in systems.
2. Understanding Edge (IoT)
- Learn about edge computing and IoT, and how they enable real-time data processing and decision-making at the source.
3. What is ArgoCD?
- Discover ArgoCD, a declarative, GitOps continuous delivery tool for Kubernetes, and its role in deploying applications on edge devices.
4. Deployment Using ArgoCD for Edge Devices
- Step-by-step guide on deploying anomaly detection models on edge devices using ArgoCD.
5. Introduction to Apache Kafka and S3
- Explore Apache Kafka for real-time data streaming and Amazon S3 for scalable storage solutions.
6. Viewing Kafka Messages in the Data Lake
- Learn how to view and analyze Kafka messages stored in a data lake for better insights.
7. What is Prometheus?
- Get to know Prometheus, an open-source monitoring and alerting toolkit, and its application in monitoring edge devices.
8. Monitoring Application Metrics with Prometheus
- Detailed instructions on setting up Prometheus to monitor the performance and health of your anomaly detection system.
9. What is Camel K?
- Introduction to Camel K, a lightweight integration framework built on Apache Camel, designed for Kubernetes.
10. Configuring Camel K Integrations for Data Pipelines
- Learn how to configure Camel K for seamless data pipeline integrations in your anomaly detection workflow.
11. What is a Jupyter Notebook?
- Overview of Jupyter Notebooks, an open-source web application for creating and sharing documents with live code, equations, visualizations, and narrative text.
12. Jupyter Notebooks with Code Examples
- Hands-on examples and code snippets in Jupyter Notebooks to help you implement and test anomaly detection models.
For the full video of this presentation, please visit: https://www.edge-ai-vision.com/2024/06/how-axelera-ai-uses-digital-compute-in-memory-to-deliver-fast-and-energy-efficient-computer-vision-a-presentation-from-axelera-ai/
Bram Verhoef, Head of Machine Learning at Axelera AI, presents the “How Axelera AI Uses Digital Compute-in-memory to Deliver Fast and Energy-efficient Computer Vision” tutorial at the May 2024 Embedded Vision Summit.
As artificial intelligence inference transitions from cloud environments to edge locations, computer vision applications achieve heightened responsiveness, reliability and privacy. This migration, however, introduces the challenge of operating within the stringent confines of resource constraints typical at the edge, including small form factors, low energy budgets and diminished memory and computational capacities. Axelera AI addresses these challenges through an innovative approach of performing digital computations within memory itself. This technique facilitates the realization of high-performance, energy-efficient and cost-effective computer vision capabilities at the thin and thick edge, extending the frontier of what is achievable with current technologies.
In this presentation, Verhoef unveils his company’s pioneering chip technology and demonstrates its capacity to deliver exceptional frames-per-second performance across a range of standard computer vision networks typical of applications in security, surveillance and the industrial sector. This shows that advanced computer vision can be accessible and efficient, even at the very edge of our technological ecosystem.
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.
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.