Created a program in MATLAB that analyzed Guitar tones, and plot them to the grand staff. Created a library of all possible tones on the guitar staff. Programmed a MATLAB GUI to perform a fast Fourier transform (FFT) on the selected musical tone, and plot the note in the time domain, frequency domain, and the FFT. Designed an algorithm to correctly select the input notes by using the first peak of the FFT against a sampling database. Then created plotting system to correctly plot the note to the Grand Staff.
This document lists various streaming and browser plug-in technologies along with restricted streaming services and proxy information. It includes Apple, SIP, and restricted streaming services; browser plug-ins such as Adobe Flash Player, YouTube, and Pandora; applications like Last.fm, VLC, and Windows Media Player; and other technologies like Shockwave and SHOUTcast. The document provides information on capabilities and version numbers for many of the listed technologies.
The Secrets of Viral Ads - Post-Advertising Summit 2012Story Worldwide
The document summarizes a study conducted by The Wharton School to identify the key determinants of successful viral ads. The study analyzed 73 pairs of viral and non-viral ads based on various content categories. Univariate analysis found surprise, creativity, cuteness, humor and emotion were significantly more present in viral ads. Multivariate logistic regression found surprise, cuteness, creativity and emotion were the most significant predictors of viral success. The study aims to help design more effective viral ads by validating factors that drive online sharing.
Take Me Out is a dating game show that airs on ITV in the UK. Contestants are single men who try to win a date with one of 30 single women by going through a series of rounds. Paddy McGuinness hosts the show, which aims to match couples but has seen declining success in recent years. There are no prizes besides a date for the contestants.
The Emotional Drivers of Highly Successful Viral ContentFractl
Harvard Business Review contributor and VP of Creative at Fractl, Kristin Tynski discusses the internal research into the emotional activators that are at the heart of viral content. She shares specific examples of how to apply these emotions and dive into the insights learned from the success of other emotional content innovators from across the web. She describes actionable tips for creating content that can gain major sharing traction, mainstream pickups, and viral success.
1. The document summarizes the test of the AB IPBox Prismcube Ruby satellite receiver, noting its elegant design, extensive features, and high quality picture and audio performance.
2. Key features highlighted include its 51 language OSD, overscan adjustment, support for DiSEqC protocols, preprogrammed satellite and transponder lists, and channel scanning capabilities.
3. The receiver's operating system is based on the Xbox Media Center, allowing access to add-ons and network streaming of multimedia content in addition to standard PVR functions like dual live recordings and a robust EPG.
1. The document tests and reviews the AB IPBox Prismcube Ruby, a new satellite receiver with an integrated media center and PVR functionality.
2. It has a futuristic design with a discreet gray housing and easy-to-read display, and is well-equipped with connections like HDMI, USB, and network ports.
3. The initial installation guide walks through setup steps like language selection from 51 options, video output configuration, satellite and channel scanning, and time setting using selectable time signal sources.
Created a program in MATLAB that analyzed Guitar tones, and plot them to the grand staff. Created a library of all possible tones on the guitar staff. Programmed a MATLAB GUI to perform a fast Fourier transform (FFT) on the selected musical tone, and plot the note in the time domain, frequency domain, and the FFT. Designed an algorithm to correctly select the input notes by using the first peak of the FFT against a sampling database. Then created plotting system to correctly plot the note to the Grand Staff.
This document lists various streaming and browser plug-in technologies along with restricted streaming services and proxy information. It includes Apple, SIP, and restricted streaming services; browser plug-ins such as Adobe Flash Player, YouTube, and Pandora; applications like Last.fm, VLC, and Windows Media Player; and other technologies like Shockwave and SHOUTcast. The document provides information on capabilities and version numbers for many of the listed technologies.
The Secrets of Viral Ads - Post-Advertising Summit 2012Story Worldwide
The document summarizes a study conducted by The Wharton School to identify the key determinants of successful viral ads. The study analyzed 73 pairs of viral and non-viral ads based on various content categories. Univariate analysis found surprise, creativity, cuteness, humor and emotion were significantly more present in viral ads. Multivariate logistic regression found surprise, cuteness, creativity and emotion were the most significant predictors of viral success. The study aims to help design more effective viral ads by validating factors that drive online sharing.
Take Me Out is a dating game show that airs on ITV in the UK. Contestants are single men who try to win a date with one of 30 single women by going through a series of rounds. Paddy McGuinness hosts the show, which aims to match couples but has seen declining success in recent years. There are no prizes besides a date for the contestants.
The Emotional Drivers of Highly Successful Viral ContentFractl
Harvard Business Review contributor and VP of Creative at Fractl, Kristin Tynski discusses the internal research into the emotional activators that are at the heart of viral content. She shares specific examples of how to apply these emotions and dive into the insights learned from the success of other emotional content innovators from across the web. She describes actionable tips for creating content that can gain major sharing traction, mainstream pickups, and viral success.
1. The document summarizes the test of the AB IPBox Prismcube Ruby satellite receiver, noting its elegant design, extensive features, and high quality picture and audio performance.
2. Key features highlighted include its 51 language OSD, overscan adjustment, support for DiSEqC protocols, preprogrammed satellite and transponder lists, and channel scanning capabilities.
3. The receiver's operating system is based on the Xbox Media Center, allowing access to add-ons and network streaming of multimedia content in addition to standard PVR functions like dual live recordings and a robust EPG.
1. The document tests and reviews the AB IPBox Prismcube Ruby, a new satellite receiver with an integrated media center and PVR functionality.
2. It has a futuristic design with a discreet gray housing and easy-to-read display, and is well-equipped with connections like HDMI, USB, and network ports.
3. The initial installation guide walks through setup steps like language selection from 51 options, video output configuration, satellite and channel scanning, and time setting using selectable time signal sources.
1. The document summarizes the features and capabilities of the AB IPBox Prismcube Ruby satellite receiver, including its 51 language options, support for various video formats and DiSEqC protocols, and ability to manually select the time signal source.
2. It provides details on the initial setup process such as overscan adjustment and antenna configuration, and notes the receiver's channel scanning speed.
3. The summary concludes that the receiver offers comprehensive customization and recording options, with an intuitive interface and guidance tools.
1. The document tests and reviews the AB IPBox Prismcube Ruby, a new satellite receiver built around the Xbox Media Center operating system.
2. It has many features like support for 51 languages, DiSEqC protocols, overscan adjustment, and the ability to manually select the time signal channel.
3. The receiver impressed the reviewers with its design, channel listing capabilities, EPG functionality, and ability to record two channels simultaneously while buffering a third.
The document provides a test report and review of the AB IPBox Prismcube Ruby HDTV PVR satellite receiver. Some key features summarized:
42. Recording in progress
43. Playback controls
44. Multimedia playback - the AB IPBox Prismcube Ruby
supports playback of media files from USB storage or
network shares
1. It has a futuristic design and includes features like an HDMI port, USB port, card reader, and supports mounting an internal hard drive.
2. The initial installation guide helps customize important settings like video output signal, satellite configuration, and automatic channel scanning.
3. In addition to digital TV, the receiver can also function as a
1. The document tests and reviews the AB IPBox Prismcube Ruby, a new HDTV PVR satellite receiver with media center capabilities built around the Xbox Media Center operating system.
2. It has a modern, elegant design and is well-equipped with features like two satellite inputs, HDMI output, USB port, card reader, and support for a variety of video, audio and internet standards.
3. In testing, the receiver had strong reception, fast channel changing, recorded two channels simultaneously while timeshifting a third, and supported numerous multimedia functions through add-ons to the Xbox Media Center software.
This document summarizes a presentation about the PBS Interactive API Workshop. It discusses the TV Schedules API and COVE API, including how to get started with each, typical usage workflows, available methods, and authentication procedures. It encourages participants to provide feedback and get involved in future collaborative opportunities to improve existing products and share knowledge.
XMLTV Source - Ultimate Guide to Comprehensive TV Listings.pdfMarvin Blanco
EPG for IPTV is an essential component of any xmltv information. It provides easy navigation, accurate program information, and personalization options, making your viewing experience more convenient and enjoyable. Make sure to take advantage of the features and tips mentioned in this guide to make the most out of EPG for IPTV.
Timeshift Everything, Miss Nothing - Mashup your PVR with Kamaeliakamaelian
This presentation on Kamaelia at Euro OSCON 2006, and specifically focusses
on a particular system - Kamaelia Macro which is essentially a system for
timeshifting pretty much everything.
The AB IPBox Prismcube Ruby is a new HDTV PVR satellite receiver with a media center built around the Xbox Media Center operating system. It has a modern, elegant design and is well-equipped with features like two satellite inputs, HDMI, USB, and network connectivity. The initial installation guide walks the user through setup, including customizing video output settings, setting up diverse antenna configurations via DiSEqC protocols, scanning over 100 pre-programmed satellites, and setting the time signal from user-selected channels. The receiver supports recording functionality and an extensive EPG for navigating live and recorded content.
1. The document tests and reviews the AB IPBox Prismcube Ruby, a new HDTV PVR satellite receiver with a media center built around the Xbox Media Center operating system.
2. It has a variety of features including support for multiple satellite and Internet TV standards, integrated DiSEqC protocols, customizable menus in 51 languages, and compatibility with digital television.
3. The receiver performed well in tests, with a channel scan completing in under five minutes and finding over 1700 channels, and strong signal reception from satellites across Europe and the Middle East.
Destruction, Decapods and Doughnuts: Continuous Delivery for Audio & Video Fa...Rachel Evans
As presented at the BBC Digital Open Day, London, 2015-04-27.
In 2012 we committed to killing the system that processed all the video for BBC iPlayer, because it was unsustainable. We gave ourselves 12 months to build a complete replacement. And along the way, we had to re-learn how to develop, test, deploy and support software.
This is the story of how we adapted to Continuous Delivery, and a plea for you to adapt Continuous Delivery to suit *your* product.
The document discusses the various plugins available for Dancer, a web development framework for Perl. It tells a story about a Perl web developer named Joe who is working on an important new project and finds that there is a Dancer plugin to meet nearly all of his needs, such as templates, logging, authentication, databases, APIs, email, social media, and more. It also notes that if a needed plugin does not already exist, new ones can be easily created due to Dancer's modular architecture.
Velocity EU 2014 - How BBC Sport Scales EngineeringKeith Mitchell
This presentation focusses on the challenges faced by the BBC Sport engineering team in order to continue to innovative and deliver high performing products while establishing sound, repeatable development practices. The presentation will discuss how our practices have changed and how we strive to continually improve our automated testing and development cycle. I’ll introduce and demonstrate a number of the Open Source tools we have established and show how both the “3 Amigos Process” and sweet confections (cake) helped us learn and improve without blame.
Practical webRTC - from API to Solution - webRTC Summit 2014 @ NYCAlexandre Gouaillard
WebRTC provides an in-browser API for real-time communications but requires additional protocols and standards defined by the IETF. The document discusses the differences between the W3C and IETF efforts, analyzes what is needed for a basic WebRTC app like signaling and peer connections, and reviews the current state of the WebRTC technology across browsers and platforms. It also covers additional features like screen sharing and recording as well as challenges around firewall traversal and security.
The document discusses how to improve program performance by optimizing hardware usage through techniques like pipelining. It explains that without pipelining, the CPU is idle during parts of the program execution as it waits for data or instructions. Pipelining allows multiple instructions to be processed simultaneously by splitting instruction processing into stages and allowing a new instruction to begin processing at each stage. This keeps the CPU busy and improves performance by allowing it to complete more operations per cycle. Branch prediction is also discussed as a way to optimize pipelining, where the CPU speculatively begins processing predicted instruction paths.
The document provides a test report of the Panodic HDT-275C DVB-T2 receiver. It has features such as support for HDTV reception via DVB-T2, fast channel switching, low power consumption, a PVR function controlled via EPG, and CI slot for pay TV reception. The summary highlights its elegant design, extensive connection ports, low standby power usage, easy installation process, channel scanning and management options, 1080p HD video output, dual simultaneous recordings, and integrated media player functionality.
10 tips for live streaming an event on locationPaul Richards
Having a successful on-site live stream all starts with planning! This presentation reviews in detail 10 keys to planning the perfect live stream at your next on-site location.
OpenTech 2008 - The Child of Baird and Berners-Leetomski
The document discusses making all television content ever created available, findable, and addressable by building a peer-to-peer network of set-top boxes called "Impossiboxes." Each Impossibox would have 1TB of local storage and a Freeview tuner to record live TV. Together they could store over 120TB of UK TV content per year through real-time transcoding and bittorrent seeding between boxes. This would create an archive of all TV accessible through search and with program metadata. Prototypes have been built and the system could integrate with routers and do popularity-based seeding, targeted ads, or pay-per-view options.
1. The latest version 3 of DVR Studio HD software now allows you to transfer TV recordings from digital receivers via UPnP.
2. Testing showed that recordings could be transferred much faster, up to 10 minutes faster, from a satellite receiver to a PC using the UPnP function in DVR Studio HD 3 compared to using the original receiver manufacturer's software.
3. DVR Studio HD 3 automatically detects all available UPnP servers and recordings on the network, allowing easy transfer of recordings not just from receivers but also external hard drives.
The document summarizes a test report of the Fernsehfee satellite receiver. Some key points:
1. The Fernsehfee is an Android-based satellite receiver that can recognize commercial breaks and has a "Personal TV" function to customize the channel lineup.
2. It has features like an ad blocker, electronic program guide (EPG), DVR/recording functions, and can sort channels by priority, ratings, or custom categories defined by the user.
3. Testing showed the ad blocker worked well, accurately detecting commercial breaks on German-language channels based on data submitted manually by the manufacturer. The Fernsehfee aims to provide an enhanced TV viewing experience through personalization and automated
Developing technology in film and television powepointJackReeve
This document discusses various technologies related to developing technology in film and television. It covers consumer products that allow both content creation and consumption with affordable equipment. It provides examples of how YouTube content is created by Arsenal Fan TV and consumed by individuals using devices like laptops and televisions. The document also summarizes different distribution technologies for television content like satellite TV, cable TV, and digital/analogue broadcasting as well as trends in high definition, 3D, streaming, and on-demand viewing options.
1. The document summarizes the features and capabilities of the AB IPBox Prismcube Ruby satellite receiver, including its 51 language options, support for various video formats and DiSEqC protocols, and ability to manually select the time signal source.
2. It provides details on the initial setup process such as overscan adjustment and antenna configuration, and notes the receiver's channel scanning speed.
3. The summary concludes that the receiver offers comprehensive customization and recording options, with an intuitive interface and guidance tools.
1. The document tests and reviews the AB IPBox Prismcube Ruby, a new satellite receiver built around the Xbox Media Center operating system.
2. It has many features like support for 51 languages, DiSEqC protocols, overscan adjustment, and the ability to manually select the time signal channel.
3. The receiver impressed the reviewers with its design, channel listing capabilities, EPG functionality, and ability to record two channels simultaneously while buffering a third.
The document provides a test report and review of the AB IPBox Prismcube Ruby HDTV PVR satellite receiver. Some key features summarized:
42. Recording in progress
43. Playback controls
44. Multimedia playback - the AB IPBox Prismcube Ruby
supports playback of media files from USB storage or
network shares
1. It has a futuristic design and includes features like an HDMI port, USB port, card reader, and supports mounting an internal hard drive.
2. The initial installation guide helps customize important settings like video output signal, satellite configuration, and automatic channel scanning.
3. In addition to digital TV, the receiver can also function as a
1. The document tests and reviews the AB IPBox Prismcube Ruby, a new HDTV PVR satellite receiver with media center capabilities built around the Xbox Media Center operating system.
2. It has a modern, elegant design and is well-equipped with features like two satellite inputs, HDMI output, USB port, card reader, and support for a variety of video, audio and internet standards.
3. In testing, the receiver had strong reception, fast channel changing, recorded two channels simultaneously while timeshifting a third, and supported numerous multimedia functions through add-ons to the Xbox Media Center software.
This document summarizes a presentation about the PBS Interactive API Workshop. It discusses the TV Schedules API and COVE API, including how to get started with each, typical usage workflows, available methods, and authentication procedures. It encourages participants to provide feedback and get involved in future collaborative opportunities to improve existing products and share knowledge.
XMLTV Source - Ultimate Guide to Comprehensive TV Listings.pdfMarvin Blanco
EPG for IPTV is an essential component of any xmltv information. It provides easy navigation, accurate program information, and personalization options, making your viewing experience more convenient and enjoyable. Make sure to take advantage of the features and tips mentioned in this guide to make the most out of EPG for IPTV.
Timeshift Everything, Miss Nothing - Mashup your PVR with Kamaeliakamaelian
This presentation on Kamaelia at Euro OSCON 2006, and specifically focusses
on a particular system - Kamaelia Macro which is essentially a system for
timeshifting pretty much everything.
The AB IPBox Prismcube Ruby is a new HDTV PVR satellite receiver with a media center built around the Xbox Media Center operating system. It has a modern, elegant design and is well-equipped with features like two satellite inputs, HDMI, USB, and network connectivity. The initial installation guide walks the user through setup, including customizing video output settings, setting up diverse antenna configurations via DiSEqC protocols, scanning over 100 pre-programmed satellites, and setting the time signal from user-selected channels. The receiver supports recording functionality and an extensive EPG for navigating live and recorded content.
1. The document tests and reviews the AB IPBox Prismcube Ruby, a new HDTV PVR satellite receiver with a media center built around the Xbox Media Center operating system.
2. It has a variety of features including support for multiple satellite and Internet TV standards, integrated DiSEqC protocols, customizable menus in 51 languages, and compatibility with digital television.
3. The receiver performed well in tests, with a channel scan completing in under five minutes and finding over 1700 channels, and strong signal reception from satellites across Europe and the Middle East.
Destruction, Decapods and Doughnuts: Continuous Delivery for Audio & Video Fa...Rachel Evans
As presented at the BBC Digital Open Day, London, 2015-04-27.
In 2012 we committed to killing the system that processed all the video for BBC iPlayer, because it was unsustainable. We gave ourselves 12 months to build a complete replacement. And along the way, we had to re-learn how to develop, test, deploy and support software.
This is the story of how we adapted to Continuous Delivery, and a plea for you to adapt Continuous Delivery to suit *your* product.
The document discusses the various plugins available for Dancer, a web development framework for Perl. It tells a story about a Perl web developer named Joe who is working on an important new project and finds that there is a Dancer plugin to meet nearly all of his needs, such as templates, logging, authentication, databases, APIs, email, social media, and more. It also notes that if a needed plugin does not already exist, new ones can be easily created due to Dancer's modular architecture.
Velocity EU 2014 - How BBC Sport Scales EngineeringKeith Mitchell
This presentation focusses on the challenges faced by the BBC Sport engineering team in order to continue to innovative and deliver high performing products while establishing sound, repeatable development practices. The presentation will discuss how our practices have changed and how we strive to continually improve our automated testing and development cycle. I’ll introduce and demonstrate a number of the Open Source tools we have established and show how both the “3 Amigos Process” and sweet confections (cake) helped us learn and improve without blame.
Practical webRTC - from API to Solution - webRTC Summit 2014 @ NYCAlexandre Gouaillard
WebRTC provides an in-browser API for real-time communications but requires additional protocols and standards defined by the IETF. The document discusses the differences between the W3C and IETF efforts, analyzes what is needed for a basic WebRTC app like signaling and peer connections, and reviews the current state of the WebRTC technology across browsers and platforms. It also covers additional features like screen sharing and recording as well as challenges around firewall traversal and security.
The document discusses how to improve program performance by optimizing hardware usage through techniques like pipelining. It explains that without pipelining, the CPU is idle during parts of the program execution as it waits for data or instructions. Pipelining allows multiple instructions to be processed simultaneously by splitting instruction processing into stages and allowing a new instruction to begin processing at each stage. This keeps the CPU busy and improves performance by allowing it to complete more operations per cycle. Branch prediction is also discussed as a way to optimize pipelining, where the CPU speculatively begins processing predicted instruction paths.
The document provides a test report of the Panodic HDT-275C DVB-T2 receiver. It has features such as support for HDTV reception via DVB-T2, fast channel switching, low power consumption, a PVR function controlled via EPG, and CI slot for pay TV reception. The summary highlights its elegant design, extensive connection ports, low standby power usage, easy installation process, channel scanning and management options, 1080p HD video output, dual simultaneous recordings, and integrated media player functionality.
10 tips for live streaming an event on locationPaul Richards
Having a successful on-site live stream all starts with planning! This presentation reviews in detail 10 keys to planning the perfect live stream at your next on-site location.
OpenTech 2008 - The Child of Baird and Berners-Leetomski
The document discusses making all television content ever created available, findable, and addressable by building a peer-to-peer network of set-top boxes called "Impossiboxes." Each Impossibox would have 1TB of local storage and a Freeview tuner to record live TV. Together they could store over 120TB of UK TV content per year through real-time transcoding and bittorrent seeding between boxes. This would create an archive of all TV accessible through search and with program metadata. Prototypes have been built and the system could integrate with routers and do popularity-based seeding, targeted ads, or pay-per-view options.
1. The latest version 3 of DVR Studio HD software now allows you to transfer TV recordings from digital receivers via UPnP.
2. Testing showed that recordings could be transferred much faster, up to 10 minutes faster, from a satellite receiver to a PC using the UPnP function in DVR Studio HD 3 compared to using the original receiver manufacturer's software.
3. DVR Studio HD 3 automatically detects all available UPnP servers and recordings on the network, allowing easy transfer of recordings not just from receivers but also external hard drives.
The document summarizes a test report of the Fernsehfee satellite receiver. Some key points:
1. The Fernsehfee is an Android-based satellite receiver that can recognize commercial breaks and has a "Personal TV" function to customize the channel lineup.
2. It has features like an ad blocker, electronic program guide (EPG), DVR/recording functions, and can sort channels by priority, ratings, or custom categories defined by the user.
3. Testing showed the ad blocker worked well, accurately detecting commercial breaks on German-language channels based on data submitted manually by the manufacturer. The Fernsehfee aims to provide an enhanced TV viewing experience through personalization and automated
Developing technology in film and television powepointJackReeve
This document discusses various technologies related to developing technology in film and television. It covers consumer products that allow both content creation and consumption with affordable equipment. It provides examples of how YouTube content is created by Arsenal Fan TV and consumed by individuals using devices like laptops and televisions. The document also summarizes different distribution technologies for television content like satellite TV, cable TV, and digital/analogue broadcasting as well as trends in high definition, 3D, streaming, and on-demand viewing options.
Similar to Graphing the Second Screen - Glen Ford @ GraphConnect London 2013 (20)
Atelier - Architecture d’applications de Graphes - GraphSummit ParisNeo4j
Atelier - Architecture d’applications de Graphes
Participez à cet atelier pratique animé par des experts de Neo4j qui vous guideront pour découvrir l’intelligence contextuelle. En utilisant un jeu de données réel, nous construirons étape par étape une solution de graphes ; de la construction du modèle de données de graphes à l’exécution de requêtes et à la visualisation des données. L’approche sera applicable à de multiples cas d’usages et industries.
Atelier - Innover avec l’IA Générative et les graphes de connaissancesNeo4j
Atelier - Innover avec l’IA Générative et les graphes de connaissances
Allez au-delà du battage médiatique autour de l’IA et découvrez des techniques pratiques pour utiliser l’IA de manière responsable à travers les données de votre organisation. Explorez comment utiliser les graphes de connaissances pour augmenter la précision, la transparence et la capacité d’explication dans les systèmes d’IA générative. Vous partirez avec une expérience pratique combinant les relations entre les données et les LLM pour apporter du contexte spécifique à votre domaine et améliorer votre raisonnement.
Amenez votre ordinateur portable et nous vous guiderons sur la mise en place de votre propre pile d’IA générative, en vous fournissant des exemples pratiques et codés pour démarrer en quelques minutes.
Neo4j - Product Vision and Knowledge Graphs - GraphSummit ParisNeo4j
Dr. Jesús Barrasa, Head of Solutions Architecture for EMEA, Neo4j
Découvrez les dernières innovations de Neo4j, et notamment les dernières intégrations cloud et les améliorations produits qui font de Neo4j un choix essentiel pour les développeurs qui créent des applications avec des données interconnectées et de l’IA générative.
Neo4j - Product Vision and Knowledge Graphs - GraphSummit ParisNeo4j
Dr. Jesús Barrasa, Head of Solutions Architecture for EMEA, Neo4j
Découvrez les dernières innovations de Neo4j, et notamment les dernières intégrations cloud et les améliorations produits qui font de Neo4j un choix essentiel pour les développeurs qui créent des applications avec des données interconnectées et de l’IA générative.
SOPRA STERIA - GraphRAG : repousser les limitations du RAG via l’utilisation ...Neo4j
Romain CAMPOURCY – Architecte Solution, Sopra Steria
Patrick MEYER – Architecte IA Groupe, Sopra Steria
La Génération de Récupération Augmentée (RAG) permet la réponse à des questions d’utilisateur sur un domaine métier à l’aide de grands modèles de langage. Cette technique fonctionne correctement lorsque la documentation est simple mais trouve des limitations dès que les sources sont complexes. Au travers d’un projet que nous avons réalisé, nous vous présenterons l’approche GraphRAG, une nouvelle approche qui utilise une base Neo4j générée pour améliorer la compréhension des documents et la synthèse d’informations. Cette méthode surpasse l’approche RAG en fournissant des réponses plus holistiques et précises.
ADEO - Knowledge Graph pour le e-commerce, entre challenges et opportunités ...Neo4j
Charles Gouwy, Business Product Leader, Adeo Services (Groupe Leroy Merlin)
Alors que leur Knowledge Graph est déjà intégré sur l’ensemble des expériences d’achat de leur plateforme e-commerce depuis plus de 3 ans, nous verrons quelles sont les nouvelles opportunités et challenges qui s’ouvrent encore à eux grâce à leur utilisation d’une base de donnée de graphes et l’émergence de l’IA.
GraphSummit Paris - The art of the possible with Graph TechnologyNeo4j
Sudhir Hasbe, Chief Product Officer, Neo4j
Join us as we explore breakthrough innovations enabled by interconnected data and AI. Discover firsthand how organizations use relationships in data to uncover contextual insights and solve our most pressing challenges – from optimizing supply chains, detecting fraud, and improving customer experiences to accelerating drug discoveries.
Dr. Sean Tan, Head of Data Science, Changi Airport Group
Discover how Changi Airport Group (CAG) leverages graph technologies and generative AI to revolutionize their search capabilities. This session delves into the unique search needs of CAG’s diverse passengers and customers, showcasing how graph data structures enhance the accuracy and relevance of AI-generated search results, mitigating the risk of “hallucinations” and improving the overall customer journey.
GraphSummit Singapore | The Future of Agility: Supercharging Digital Transfor...Neo4j
Leonard Jayamohan, Partner & Generative AI Lead, Deloitte
This keynote will reveal how Deloitte leverages Neo4j’s graph power for groundbreaking digital twin solutions, achieving a staggering 100x performance boost. Discover the essential role knowledge graphs play in successful generative AI implementations. Plus, get an exclusive look at an innovative Neo4j + Generative AI solution Deloitte is developing in-house.
Maruthi Prithivirajan, Head of ASEAN & IN Solution Architecture, Neo4j
Get an inside look at the latest Neo4j innovations that enable relationship-driven intelligence at scale. Learn more about the newest cloud integrations and product enhancements that make Neo4j an essential choice for developers building apps with interconnected data and generative AI.
GraphSummit Singapore | The Art of the Possible with Graph - Q2 2024Neo4j
Neha Bajwa, Vice President of Product Marketing, Neo4j
Join us as we explore breakthrough innovations enabled by interconnected data and AI. Discover firsthand how organizations use relationships in data to uncover contextual insights and solve our most pressing challenges – from optimizing supply chains, detecting fraud, and improving customer experiences to accelerating drug discoveries.
Sudheer Mechineni, Head of Application Frameworks, Standard Chartered Bank
Discover how Standard Chartered Bank harnessed the power of Neo4j to transform complex data access challenges into a dynamic, scalable graph database solution. This keynote will cover their journey from initial adoption to deploying a fully automated, enterprise-grade causal cluster, highlighting key strategies for modelling organisational changes and ensuring robust disaster recovery. Learn how these innovations have not only enhanced Standard Chartered Bank’s data infrastructure but also positioned them as pioneers in the banking sector’s adoption of graph technology.
GraphAware - Transforming policing with graph-based intelligence analysisNeo4j
Petr Matuska, Sales & Sales Engineering Lead, GraphAware
Western Australia Police Force’s adoption of Neo4j and the GraphAware Hume graph analytics platform marks a significant advancement in data-driven policing. Facing the challenges of growing volumes of valuable data scattered in disconnected silos, the organisation successfully implemented Neo4j database and Hume, consolidating data from various sources into a dynamic knowledge graph. The result was a connected view of intelligence, making it easier for analysts to solve crime faster. The partnership between Neo4j and GraphAware in this project demonstrates the transformative impact of graph technology on law enforcement’s ability to leverage growing volumes of valuable data to prevent crime and protect communities.
GraphSummit Stockholm - Neo4j - Knowledge Graphs and Product UpdatesNeo4j
David Pond, Lead Product Manager, Neo4j
Get an inside look at the latest Neo4j innovations that enable relationship-driven intelligence at scale. Learn more about the newest cloud integrations and product enhancements that make Neo4j an essential choice for developers building apps with interconnected data and generative AI.
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.
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3. In
the
beginning…
We
came
up
with
rela?onal
model
from
which
we
can
build
an
EPG.
4. So,
what
is
the
problem?
An
EPG
looks
like
a
good
fit
for
a
rela?on
database?
An
EPG,
maybe.
But
we
have
poten6ally
1.5
million
EPGs…
5. we
also
have
a
lot
available
data
sources…
zeebox analyses live TV
to understand the context
of what’s on air…
+
lots
lots
more…
6. With
some
smart
implementa?on
it
all
worked
well,
but
suffers
from
limita?ons,
including
how
oKen
we
can
update
those
EPG’s.
And
we
are/want
to
be
much,
much
more
than
just
an
EPG.
7. One
problem
to
solve…
What
channel?
What
?me?
Can
Ian
even
see
it?
8. Now
it
can
be
done
but
it’s
ugly
and
it’s
slow.
9.
10. We
have
all
the
data.
Is
there
a
smarter
way
to
structure
it?
hSp://www.fanpop.com/clubs/lt-‐commander-‐data/images/31158615/?tle/data-‐photo
11. Need
to
handle:
Structured
and
Semi-‐Structured
Densely
Connected
High
Read
Rates
Rela?vely
Low
Write
Rates
17. Dr Who.
S1 EP1
AIRED_ON
AIRED_AT
AIRED_ON
Broadcast
Time
Broadcast
AIRED_BY
Channel
MATCH
(b:Broadcast)<-‐[:AIRED_ON]-‐(ep:Episode)
-‐[:AIRED_ON]-‐>(d:Broadcast)
AVAILABLE_ON
-‐[:AIRED_BY]-‐>(c:Channel)
-‐[:AVAILABLE_ON]-‐>(p:Provider),
(d:Broadcast)-‐[:AIRED_AT]-‐>(t:Time)
WHERE
b.broadcast_id
=
{JIMs
BROADCAST}
AND
p.provider_id
=
{IANs
PROVIDER}
RETURN
d,c,t;
Provider
18. But
what
are
the
numbers?
So
some
early
benchmarks
based
on
7
days
worth
of
broadcast
data.
Running
on
a
2011
MBP,
2.3GHz,
8GB
with
SSD
Neo
1.9,
MySQL
5.1
MySQL
80
seconds
Cypher
1st
Attempt
6
seconds
Cypher
after
tuning
190
milliseconds
Traversal*
42
milliseconds
19. So
that’s
cool
you
can
make
your
system
faster,
nice.
But
that’s
not
actually
the
really
good
bit.
20. Deeper
ques?ons
of
the
data…
NARRATED
Little
Britain
Tom
Baker
APPEARED_IN
APPEARED_IN
Dr Who.
Black
Adder
22. Flexibility
of
the
data…
Image.
Dr Who.
Dr Who.
S1
Dr Who.
S1 EP1
Image.
23. Represent
the
data
as
it
is,
no
“wedging”
FRANCHISE
Star Trek
EPISODE
Star Trek
S1 EP1
MOVIE
Star Trek
VI
LIVE EVENT
Star Trek
Con. Live
Broadcast
Broadcast
Broadcast