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The Semantic Middleware :
Media Asset Management of the Audiovisual Big Data
New users experience, New content valorization,
New business Model, New ROI

Semtech top 10 startup of 2013
IBC Award for « Content management » 2013
IBC Award for technology « Who caught my eye looking for blue skies » of IBC 2013
@perfect__memory http://perfect-memory.com
Summary of strategic needs
Content owners need to exploit the information in order to maintain and develop its leadership:
• Analyze any source of information
• Decide using the context of the information
• Learn from decisions and improve decisions
In that case, the goal is not to extract hidden data in the audiovisual content but exploit all information
available to the content owner in order to take the right decisions and learn on the result of decision.
Be limited to the extract of information would be an error.

1
INGEST
content

2
• Company
programs
•Competitors
programs

EXTRACT
information

3
•Audio analysis
•Video analysis
•Log analysis

STRUCTURE
information

Sources

4
•Categorize
•Link
•Map

EXPLOIT
information

• Analyse
• Decide
• Learn
• Value

Goal & Need
Means

11/11/2013

© PERFECT MEMORY - CONFIDENTIAL

2
Summary of functional needs
During our conversations we have identified that content owners need to:
• Extract information from the audiovisual content (speech to text, video analysis, content

classification),
• Ingest & analyze various broadcast channels,
• Be autonomous in term of platform configuration, enrichment and monitoring,

STRUCTURE
information

•Categorize
•Link
•Map

EXPLOIT
information

• Analyse
• Decide
• Learn
• Value

Being autonomous !

11/11/2013

© PERFECT MEMORY - CONFIDENTIAL

3
Summary of functional needs
During our conversations we have identified the needs to:
• Structure the content using opened and documented standards,
• Link, enrich & index the massive volumes of Contents,
• Browse inside the massive volumes of Contents,
• Manage the content all along its life cycle,
• Monetize & Value the content.
• Become autonomous in the administration of the knowledge and its infrastructure

• Being flexible in term of strategy of knowledge management
• Avoid starting from scratch

INTRODUCING PERFECT MEMORY'S OFFER

4
Summary of our solution
The semantic middleware is :
• Natively compliant to the main media standards (EBU Core, FIMS, OAIS,…)
• Providing a media mapping manager (multiple instances of items handling),
• A non intrusive, scalable and flexible platform,
• Self learning, opened to other modules and functionalities,
• Seamless to any installed applications, and communicating with them,

• Operating inside the global and secured intranet of our client.
• Transferable platform

INTRODUCING PERFECT MEMORY'S OFFER

5
Media Challenge : New needs

INTRODUCING PERFECT MEMORY'S OFFER

6
Media Challenge : new comers

The Media-brands

INTRODUCING PERFECT MEMORY'S OFFER

7
RTBF and Radio France Business Cases
RTBF and Radio France Profiles
The customers are broadcasters that:
• Produces and buy TV and/or radio programs (documentaries, shows, fictions),
• Broadcasts TV and/or radio programs and live shows and events,
• Archives the broadcasted content,
• Sells advertisement time slots.
Twenty different specialized MAMs are running to ensure each of this tasks.

The Headquarter of technologies and exploitation needs to fix the:
1.

Lack of description of their content

2.

Difficulty to access the content scattered in the different MAMs (Media Asset Management
Systems)

3.

Poor ROI on the digital exploitation of media

11/11/2013

INTRODUCING PERFECT MEMORY'S OFFER

8
RTBF and Radio France Business Cases
The expectations
The customers expectations:
1.

Provide to its archivists and journalists an unique access point to search the content stored in
the MAMs

2.

Lower the cost of indexing the multimedia content

3.

Provide a solution for the controlled annotation of the multimedia content

4.

Enrich the content

5.

Structure the content with a global model available upon all the MAMs

11/11/2013

INTRODUCING PERFECT MEMORY'S OFFER

9
RTBF and Radio France Business Cases
Main facts

… generating deep archives issue ….

Lost opportunities

… and management issue

Waste of time

INTRODUCING PERFECT MEMORY'S OFFER

10
RTBF and Radio France Business Cases
A three steps project

Step 1
Data model
configuration

Step 2
Audit of customer’s
data model
Customize Perfect
Memory’s ontology and
Knowledge base

Platform
configuration

Step 3
Delivery

List of module to
activate

List of MAM to connect

List of front-end to
activate

Involving the CDO*

Deployment of the
Semantic Middleware
Training and
autonomization of
customers team
Exploitation by the
archivists and
journalists

Involving the final users
Involving the CTO

*Chief Data Officer

11/11/2013

INTRODUCING PERFECT MEMORY'S OFFER

11
Business Cases Belgavox
Belgavox’s global Market Place
Belgavox is a belgium archivist that:
• Archives the content,
• Sells its inventory.

Belgavox needs to:
1.

Develop the traction of its inventory,

2.

Expose the entirety of its inventory,

3.

Develop new monetization channels.

11/11/2013

INTRODUCING PERFECT MEMORY'S OFFER

12
RTBF and Radio France Business Cases
Semantic Media Asset Management of Inventory
The customers expectations:
1.

Become a media-brand

2.

Set a market place and connect any potential customers on its inventory

11/11/2013

INTRODUCING PERFECT MEMORY'S OFFER

13
RTBF and Radio France Business Cases
A three steps project

Step 1
Data model
configuration

Step 2
Audit Belgavox’s data
model
Customize Perfect
Memory’s ontology and
Knowledge base

Platform
configuration

Step 3
List of module to
activate

Connection to
Belgavox’s repository

Delivery

Step 4
Deployment of the
Semantic Middleware

Monetization
Belgavox Market Place

Training and
autonomization of
Belgavox’s team

$

List of front-end to
activate

Involving the CDO*

Involving the final users

Involving the CTO

Involving the market

*Chief Data Officer

11/11/2013

INTRODUCING PERFECT MEMORY'S OFFER

14
RTBF Annotation & search interfaces

Features:
Breakthrough user friendly interface for big data visualization
Graphical browsing in big data content (media and metadata)
INTRODUCING PERFECT MEMORY'S OFFER

15
Radio France Tablet Interface

Building the contextualization of the display according to the Role and Skill of the
connected user.
RTBF and Radio France Business Cases
Administration of the Semantic Middleware
► Monitoring the process on the semantic middleware (ex: master and proxies creation via semantic rules, semantic
enrichment on STT, publication on the semantic player, etc.)
Expertise & know-how
Semantic is not a goal, but just a new tool that has to be used only where it is usefull !

User Interface
USAGE

360° Rendering
PUBLISHING

Inference rules
ENRICHMENT

Semantic Data
PRODUCTION, INGEST

Ontology & knowledge base
MODELING
INTRODUCING PERFECT MEMORY'S OFFER

18
Linked Open Media

Media Library

Linked Open Data
The semantic
middleware
Links know-how

LINKS KNOWLEDGE

THE PLAYER

INTRODUCING PERFECT MEMORY'S OFFER

19
Perfect Memory

… is happy to introduce its
Semantic middleware.

INTRODUCING PERFECT MEMORY'S OFFER

20
The PROFILE : knowledge capitalization

Your Data Structure

Your Media Library

Linked Open Data

YOUR KNOWLEDGE

INTRODUCING PERFECT MEMORY'S OFFER

21
An architecture scalable, distributed
Introducing the Semantic Middleware

(1)
(1) The Heart inludes the
Knowledge base
features, and the OAIS
functionalities

SEMANTIC
PLAYER

(2)

(2) The BUS, 100%
compliant to EBUCore,
becomes the backbone
of the middleware

(3) Any Bases ingested,
or functionalities
connected via an
InteOperability Windows
(GIO) becomes a
semantic ressource for
the Middleware

YOUR
APPLICATION

(3)
INTRODUCING PERFECT MEMORY'S OFFER

22
Content analysis & knowledge extraction

In addition to Storage and
acquisitions (ingest) capacities
the Semantic Middleware can
be connected (via IOW) with
Media indexing features

The Semantic Middleware
n°

IOW Name

1

Semantic DB, Knowledge Mapping, Inference Rules
LOD retrieval

2

Ingest MAM

3

Ingest stream

6

Storage

8

Preservation OAIS

9

Acquistion of content (audio, video, texte)

10

Media Transcoding

11

Sequence generation

12

Automatic editing

13

Sound Processing

14

Video Processing

19

Manuel Indexing

20

Classification

21

Semantic Player - Restitution WEB

22

IPAD Player – IOS

24

Media Shopping Basket

25

Push & Pull on alarm

28

FONCTIONNALITY

Global Market Place

Semantic Management
Acquisition
Storage

A list of actual functionalities
includes the features above.

Media Processing

Media Indexing

But, any other existing external
modules with an open API can
be connected by the IOW.

Browsing

Value & Monetization

INTRODUCING PERFECT MEMORY'S OFFER

23
The Middleware features …
Before

• Automatic linking with external related contents,
• Automatic knowledge validation,
• Cross-browsing in broadcasters’ MAMs.

After

Media Processing

INTRODUCING PERFECT MEMORY'S OFFER

24
From Raw Data to linked Knowledge
1.
2.
3.

Automatic audio & video analysis
Automatic enhancement from flat to EBU* Core compliant models,
Automatic semantic enrichment of MAM contents

INTRODUCING PERFECT MEMORY'S OFFER

25
Linked Open Media

Media Library

Linked Open Data
The semantic
middleware
Links know-how

LINKS KNOWLEDGE

THE PLAYER

INTRODUCING PERFECT MEMORY'S OFFER

26
Graphical Interface are 360°

360° Access – Tablets, Smart TV, Browser & Smartphones
multi-context, multi-platform, multi-role and skills
INTRODUCING PERFECT MEMORY'S OFFER

27
Flexibility & scalability of the middleware

Control
Expressivity

Enrichment
Extraction
Added values

Cost reduction of information collection
• Semantic Enrichment and enhancement (Linked Open Data)
• Data base alignment – Structuration of unstructured data
• Assisted and collaborative indexing (Validated Tagging)
• Auto-indexing along selected Types
• Fine named entities recognition thanks from semantic contextualisation
• Self learning process (Inference)
Distributed process management
• Traceability & monitoring of the process (Open Semantic Bus)
• Linking & Interoperability of independent process (Interoperability Wicket)
Mapping of assets
• Explicit characterization and self generation of the links between assets
(predicat management)
• Listing & preservation of critical data (Knowledge base)
Multi-axial exploitation of the media
• Multi-platform publication
• Contextualized rendering of data
INTRODUCING PERFECT MEMORY'S OFFER

29
Value generation & Cost reduction

Flat information is enhanced as a Knowledge
The contents are now automatically indexed and self enriched
The cost of processing is reduced by 20 today
The automatic event trigger enhances revenue from the automatic extraction and
communication of pertinent information
Native advertising is possible possible at any levels of the content
Unique Identifier is resolved according to the OAIS and EBU Core Standards

INTRODUCING PERFECT MEMORY'S OFFER

30
Deployment in 4 steps

Deployment process : The 4 steps …
Semantic
profile

Audit

Needs
Ontology
User scenarios
Knowledge base
Architecture
Modeles of Data bases

Configuration

Specific ingest
InterOperability windows
configuration

Intégration &
Deployment

Test &
delivery

Delivery within 4 to 6 months
1 Month
1 to 2 Months
2 Months

In situ work

INTRODUCING PERFECT MEMORY'S OFFER

1 Month

31
They choose Perfect Memory
They decided to choose Perfect Memory and are now extending their
Middleware …

INTRODUCING PERFECT MEMORY'S OFFER

32
Perfect Memory – The Team

INTRODUCING PERFECT MEMORY'S OFFER

33
Perfect Memory – The eco-system
Registered in 2008, a Ltd with 245 K€ capital
Funded by SOFIMAC Partner a major investor in France
Deploying for Media, Media-Trade, Archivers and Big Companies
Expert in management, indexation, and of monetization of mass volumes of Multi Media
Owning a unique Middleware process transforming raw data into Knowledge

INTRODUCING PERFECT MEMORY'S OFFER

34
The Semantic Middleware :
Media Asset Management of the Audiovisual Big Data
New users experience, New content valorization,
New business Model, New ROI
Steny Solitude
CEO
Steny.solitude@perfect-memory.com
@perfect__memory

Frédéric Colomina
Business Development
Frederic.colomina@perfect-memory.com
@perfect__memory

Semtech top 10 startup of 2013
IBC Award for « Content management » 2013
IBC Award for technology « Who caught my eye looking for blue skies » of IBC 2013
@perfect__memory http://perfect-memory.com
III Rencontres RADIO 2.0 Paris
Radio Augmentée & Publicité

www.rr20.fr

15 oct 2013 @ Ina Paris
250 professionnels / 50 intervenants
10 keynotes / 3 tables rondes / 12 workshops
Grands Prix Radio 2.0 / La Radio des Rencontres
Partenaires Platinum :

Organisateurs :

Nicolas Moulard
moulard@actuonda.com

Xavier Filliol
xavier@octet.com

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Perfect Memory Media Asset Management MAM of Audiovisual Big Data @ Radio 2.0 2013

  • 1. The Semantic Middleware : Media Asset Management of the Audiovisual Big Data New users experience, New content valorization, New business Model, New ROI Semtech top 10 startup of 2013 IBC Award for « Content management » 2013 IBC Award for technology « Who caught my eye looking for blue skies » of IBC 2013 @perfect__memory http://perfect-memory.com
  • 2. Summary of strategic needs Content owners need to exploit the information in order to maintain and develop its leadership: • Analyze any source of information • Decide using the context of the information • Learn from decisions and improve decisions In that case, the goal is not to extract hidden data in the audiovisual content but exploit all information available to the content owner in order to take the right decisions and learn on the result of decision. Be limited to the extract of information would be an error. 1 INGEST content 2 • Company programs •Competitors programs EXTRACT information 3 •Audio analysis •Video analysis •Log analysis STRUCTURE information Sources 4 •Categorize •Link •Map EXPLOIT information • Analyse • Decide • Learn • Value Goal & Need Means 11/11/2013 © PERFECT MEMORY - CONFIDENTIAL 2
  • 3. Summary of functional needs During our conversations we have identified that content owners need to: • Extract information from the audiovisual content (speech to text, video analysis, content classification), • Ingest & analyze various broadcast channels, • Be autonomous in term of platform configuration, enrichment and monitoring, STRUCTURE information •Categorize •Link •Map EXPLOIT information • Analyse • Decide • Learn • Value Being autonomous ! 11/11/2013 © PERFECT MEMORY - CONFIDENTIAL 3
  • 4. Summary of functional needs During our conversations we have identified the needs to: • Structure the content using opened and documented standards, • Link, enrich & index the massive volumes of Contents, • Browse inside the massive volumes of Contents, • Manage the content all along its life cycle, • Monetize & Value the content. • Become autonomous in the administration of the knowledge and its infrastructure • Being flexible in term of strategy of knowledge management • Avoid starting from scratch INTRODUCING PERFECT MEMORY'S OFFER 4
  • 5. Summary of our solution The semantic middleware is : • Natively compliant to the main media standards (EBU Core, FIMS, OAIS,…) • Providing a media mapping manager (multiple instances of items handling), • A non intrusive, scalable and flexible platform, • Self learning, opened to other modules and functionalities, • Seamless to any installed applications, and communicating with them, • Operating inside the global and secured intranet of our client. • Transferable platform INTRODUCING PERFECT MEMORY'S OFFER 5
  • 6. Media Challenge : New needs INTRODUCING PERFECT MEMORY'S OFFER 6
  • 7. Media Challenge : new comers The Media-brands INTRODUCING PERFECT MEMORY'S OFFER 7
  • 8. RTBF and Radio France Business Cases RTBF and Radio France Profiles The customers are broadcasters that: • Produces and buy TV and/or radio programs (documentaries, shows, fictions), • Broadcasts TV and/or radio programs and live shows and events, • Archives the broadcasted content, • Sells advertisement time slots. Twenty different specialized MAMs are running to ensure each of this tasks. The Headquarter of technologies and exploitation needs to fix the: 1. Lack of description of their content 2. Difficulty to access the content scattered in the different MAMs (Media Asset Management Systems) 3. Poor ROI on the digital exploitation of media 11/11/2013 INTRODUCING PERFECT MEMORY'S OFFER 8
  • 9. RTBF and Radio France Business Cases The expectations The customers expectations: 1. Provide to its archivists and journalists an unique access point to search the content stored in the MAMs 2. Lower the cost of indexing the multimedia content 3. Provide a solution for the controlled annotation of the multimedia content 4. Enrich the content 5. Structure the content with a global model available upon all the MAMs 11/11/2013 INTRODUCING PERFECT MEMORY'S OFFER 9
  • 10. RTBF and Radio France Business Cases Main facts … generating deep archives issue …. Lost opportunities … and management issue Waste of time INTRODUCING PERFECT MEMORY'S OFFER 10
  • 11. RTBF and Radio France Business Cases A three steps project Step 1 Data model configuration Step 2 Audit of customer’s data model Customize Perfect Memory’s ontology and Knowledge base Platform configuration Step 3 Delivery List of module to activate List of MAM to connect List of front-end to activate Involving the CDO* Deployment of the Semantic Middleware Training and autonomization of customers team Exploitation by the archivists and journalists Involving the final users Involving the CTO *Chief Data Officer 11/11/2013 INTRODUCING PERFECT MEMORY'S OFFER 11
  • 12. Business Cases Belgavox Belgavox’s global Market Place Belgavox is a belgium archivist that: • Archives the content, • Sells its inventory. Belgavox needs to: 1. Develop the traction of its inventory, 2. Expose the entirety of its inventory, 3. Develop new monetization channels. 11/11/2013 INTRODUCING PERFECT MEMORY'S OFFER 12
  • 13. RTBF and Radio France Business Cases Semantic Media Asset Management of Inventory The customers expectations: 1. Become a media-brand 2. Set a market place and connect any potential customers on its inventory 11/11/2013 INTRODUCING PERFECT MEMORY'S OFFER 13
  • 14. RTBF and Radio France Business Cases A three steps project Step 1 Data model configuration Step 2 Audit Belgavox’s data model Customize Perfect Memory’s ontology and Knowledge base Platform configuration Step 3 List of module to activate Connection to Belgavox’s repository Delivery Step 4 Deployment of the Semantic Middleware Monetization Belgavox Market Place Training and autonomization of Belgavox’s team $ List of front-end to activate Involving the CDO* Involving the final users Involving the CTO Involving the market *Chief Data Officer 11/11/2013 INTRODUCING PERFECT MEMORY'S OFFER 14
  • 15. RTBF Annotation & search interfaces Features: Breakthrough user friendly interface for big data visualization Graphical browsing in big data content (media and metadata) INTRODUCING PERFECT MEMORY'S OFFER 15
  • 16. Radio France Tablet Interface Building the contextualization of the display according to the Role and Skill of the connected user.
  • 17. RTBF and Radio France Business Cases Administration of the Semantic Middleware ► Monitoring the process on the semantic middleware (ex: master and proxies creation via semantic rules, semantic enrichment on STT, publication on the semantic player, etc.)
  • 18. Expertise & know-how Semantic is not a goal, but just a new tool that has to be used only where it is usefull ! User Interface USAGE 360° Rendering PUBLISHING Inference rules ENRICHMENT Semantic Data PRODUCTION, INGEST Ontology & knowledge base MODELING INTRODUCING PERFECT MEMORY'S OFFER 18
  • 19. Linked Open Media Media Library Linked Open Data The semantic middleware Links know-how LINKS KNOWLEDGE THE PLAYER INTRODUCING PERFECT MEMORY'S OFFER 19
  • 20. Perfect Memory … is happy to introduce its Semantic middleware. INTRODUCING PERFECT MEMORY'S OFFER 20
  • 21. The PROFILE : knowledge capitalization Your Data Structure Your Media Library Linked Open Data YOUR KNOWLEDGE INTRODUCING PERFECT MEMORY'S OFFER 21
  • 22. An architecture scalable, distributed Introducing the Semantic Middleware (1) (1) The Heart inludes the Knowledge base features, and the OAIS functionalities SEMANTIC PLAYER (2) (2) The BUS, 100% compliant to EBUCore, becomes the backbone of the middleware (3) Any Bases ingested, or functionalities connected via an InteOperability Windows (GIO) becomes a semantic ressource for the Middleware YOUR APPLICATION (3) INTRODUCING PERFECT MEMORY'S OFFER 22
  • 23. Content analysis & knowledge extraction In addition to Storage and acquisitions (ingest) capacities the Semantic Middleware can be connected (via IOW) with Media indexing features The Semantic Middleware n° IOW Name 1 Semantic DB, Knowledge Mapping, Inference Rules LOD retrieval 2 Ingest MAM 3 Ingest stream 6 Storage 8 Preservation OAIS 9 Acquistion of content (audio, video, texte) 10 Media Transcoding 11 Sequence generation 12 Automatic editing 13 Sound Processing 14 Video Processing 19 Manuel Indexing 20 Classification 21 Semantic Player - Restitution WEB 22 IPAD Player – IOS 24 Media Shopping Basket 25 Push & Pull on alarm 28 FONCTIONNALITY Global Market Place Semantic Management Acquisition Storage A list of actual functionalities includes the features above. Media Processing Media Indexing But, any other existing external modules with an open API can be connected by the IOW. Browsing Value & Monetization INTRODUCING PERFECT MEMORY'S OFFER 23
  • 24. The Middleware features … Before • Automatic linking with external related contents, • Automatic knowledge validation, • Cross-browsing in broadcasters’ MAMs. After Media Processing INTRODUCING PERFECT MEMORY'S OFFER 24
  • 25. From Raw Data to linked Knowledge 1. 2. 3. Automatic audio & video analysis Automatic enhancement from flat to EBU* Core compliant models, Automatic semantic enrichment of MAM contents INTRODUCING PERFECT MEMORY'S OFFER 25
  • 26. Linked Open Media Media Library Linked Open Data The semantic middleware Links know-how LINKS KNOWLEDGE THE PLAYER INTRODUCING PERFECT MEMORY'S OFFER 26
  • 27. Graphical Interface are 360° 360° Access – Tablets, Smart TV, Browser & Smartphones multi-context, multi-platform, multi-role and skills INTRODUCING PERFECT MEMORY'S OFFER 27
  • 28. Flexibility & scalability of the middleware Control Expressivity Enrichment Extraction
  • 29. Added values Cost reduction of information collection • Semantic Enrichment and enhancement (Linked Open Data) • Data base alignment – Structuration of unstructured data • Assisted and collaborative indexing (Validated Tagging) • Auto-indexing along selected Types • Fine named entities recognition thanks from semantic contextualisation • Self learning process (Inference) Distributed process management • Traceability & monitoring of the process (Open Semantic Bus) • Linking & Interoperability of independent process (Interoperability Wicket) Mapping of assets • Explicit characterization and self generation of the links between assets (predicat management) • Listing & preservation of critical data (Knowledge base) Multi-axial exploitation of the media • Multi-platform publication • Contextualized rendering of data INTRODUCING PERFECT MEMORY'S OFFER 29
  • 30. Value generation & Cost reduction Flat information is enhanced as a Knowledge The contents are now automatically indexed and self enriched The cost of processing is reduced by 20 today The automatic event trigger enhances revenue from the automatic extraction and communication of pertinent information Native advertising is possible possible at any levels of the content Unique Identifier is resolved according to the OAIS and EBU Core Standards INTRODUCING PERFECT MEMORY'S OFFER 30
  • 31. Deployment in 4 steps Deployment process : The 4 steps … Semantic profile Audit Needs Ontology User scenarios Knowledge base Architecture Modeles of Data bases Configuration Specific ingest InterOperability windows configuration Intégration & Deployment Test & delivery Delivery within 4 to 6 months 1 Month 1 to 2 Months 2 Months In situ work INTRODUCING PERFECT MEMORY'S OFFER 1 Month 31
  • 32. They choose Perfect Memory They decided to choose Perfect Memory and are now extending their Middleware … INTRODUCING PERFECT MEMORY'S OFFER 32
  • 33. Perfect Memory – The Team INTRODUCING PERFECT MEMORY'S OFFER 33
  • 34. Perfect Memory – The eco-system Registered in 2008, a Ltd with 245 K€ capital Funded by SOFIMAC Partner a major investor in France Deploying for Media, Media-Trade, Archivers and Big Companies Expert in management, indexation, and of monetization of mass volumes of Multi Media Owning a unique Middleware process transforming raw data into Knowledge INTRODUCING PERFECT MEMORY'S OFFER 34
  • 35. The Semantic Middleware : Media Asset Management of the Audiovisual Big Data New users experience, New content valorization, New business Model, New ROI Steny Solitude CEO Steny.solitude@perfect-memory.com @perfect__memory Frédéric Colomina Business Development Frederic.colomina@perfect-memory.com @perfect__memory Semtech top 10 startup of 2013 IBC Award for « Content management » 2013 IBC Award for technology « Who caught my eye looking for blue skies » of IBC 2013 @perfect__memory http://perfect-memory.com
  • 36. III Rencontres RADIO 2.0 Paris Radio Augmentée & Publicité www.rr20.fr 15 oct 2013 @ Ina Paris 250 professionnels / 50 intervenants 10 keynotes / 3 tables rondes / 12 workshops Grands Prix Radio 2.0 / La Radio des Rencontres Partenaires Platinum : Organisateurs : Nicolas Moulard moulard@actuonda.com Xavier Filliol xavier@octet.com