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Machine Learning use cases in Telecom
~~~
Sai Devulapalli, Dir. of Data Analytics Market Development
Ericsson Inc.
July 21
6:30 PM to 8PM
Call: 605-475-5950
Code: #
Remote Page Login: www.cognitivecomputingexperts.com
Physical Meeting...
Improving Enterprises
16633 Dallas Parkway Suite 110 Addison, TX 75001, Addison, TX
Cognition in Telecom
 Memory – Store results and outcomes
 Learning – Supervised and unsupervised
 Judgment – Cost functions
 Perception – Behavioral Signature detection
 Multi-modal – Social networks to Radio networks
 Reasoning – Decision trees and rules
© 2013 International Business Machines Corporation 2IBM
ResearchAlmadenChinaAustinTokyoHaifaZurichIndiaDublinMelbourneBra
zilWatsonKenya
Machine Learning in Telecom
 Predictions about….
 Customers – Behavior, Experience, Churn
 Devices – Uptake, Performance, Failure
 Networks – Performance, Failure
 Campaigns – Uptake, Network Impact
 Services – Uptake, Performance, Failure, Network Impact
 Customer Segmentation and recommendations
Machine vs.
Management
Machine as tursted
advisor to
Management
Data Sources and Use-cases
Mobile Device Agent Data
CDR/Billing Data
CRM Data
Network Performance Data
Social Media Data
Service Experience Data
Network Asset Data
(Inventory, NFV Assets, etc.)
M2M Data
DataAnalyticsFramework
Data Sources
CostFocusedRevenueFocused
Predictive Network Operations
Customer Experience Management
Proactive Care
Self Care
Single Pane of Glass
Centralized SON
M2M Analytics
Retention Analytics
Customer Segmentation/Upsell
External Data Monetization
Predictive Inventory/Logistics
Use Cases
Customer Centric Network Ops

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Machine Learning use cases in Telecom - Cognitive Computing Meetup

  • 1. 1 Machine Learning use cases in Telecom ~~~ Sai Devulapalli, Dir. of Data Analytics Market Development Ericsson Inc. July 21 6:30 PM to 8PM Call: 605-475-5950 Code: # Remote Page Login: www.cognitivecomputingexperts.com Physical Meeting... Improving Enterprises 16633 Dallas Parkway Suite 110 Addison, TX 75001, Addison, TX
  • 2. Cognition in Telecom  Memory – Store results and outcomes  Learning – Supervised and unsupervised  Judgment – Cost functions  Perception – Behavioral Signature detection  Multi-modal – Social networks to Radio networks  Reasoning – Decision trees and rules © 2013 International Business Machines Corporation 2IBM ResearchAlmadenChinaAustinTokyoHaifaZurichIndiaDublinMelbourneBra zilWatsonKenya
  • 3. Machine Learning in Telecom  Predictions about….  Customers – Behavior, Experience, Churn  Devices – Uptake, Performance, Failure  Networks – Performance, Failure  Campaigns – Uptake, Network Impact  Services – Uptake, Performance, Failure, Network Impact  Customer Segmentation and recommendations Machine vs. Management Machine as tursted advisor to Management
  • 4. Data Sources and Use-cases Mobile Device Agent Data CDR/Billing Data CRM Data Network Performance Data Social Media Data Service Experience Data Network Asset Data (Inventory, NFV Assets, etc.) M2M Data DataAnalyticsFramework Data Sources CostFocusedRevenueFocused Predictive Network Operations Customer Experience Management Proactive Care Self Care Single Pane of Glass Centralized SON M2M Analytics Retention Analytics Customer Segmentation/Upsell External Data Monetization Predictive Inventory/Logistics Use Cases Customer Centric Network Ops

Notes de l'éditeur

  1. Board of Directors Presentation – Aug 25, 2009
  2. July 2013
  3. July 2013