SlideShare a Scribd company logo
Topics of Discussion:
Basics of AI - Present status of AI in Telecom Sector
Network Vs Subscriber View- QoE
AI + Drone Cell Tower Monitoring and EMF Audits
Customer Care Applications and Portals - Call Drop, QoS
analysis
ASTR (अस्त्र) and its impact
Traditional Programming vs ML, DL &AI
Computer
Data
Program
Output
Traditional
Programming
Computer
Data
Output
Program
ML, DL and
AI
Why Artificial Intelligence?
 Present day and Future Considerations –Data Generation and its 5 V’s -
Velocity, Volume, Value, Variety and Veracity – beyond human brain’s
processing powers.
 Technological advances – more data processing powers and storage
 Will provide capabilities beyond problem solving
AI in telecom sector-Present situation
• Summary Report -76 TSPs, operating in 51 countries.
• 18% have adopted AI for their products and services.
AI in telecom sector – Driving factors
Major Driving Force for AI in your organization?
For delivering betters
Customer Experience
For selling new
products to existing
Customers
Reducing OpEx by
using automation
Network Versus vs Customer View: QoE
•
How TSPs
Manage ?
Customers’
View
• It takes me around 10s to open a website
page.
• I cannot receive my email
• It takes a long time to connect to customer
care executive.
• My phone is showing the network but I
cannot access internet.
How does TSP do Network Management
• KPIs Statistics
• Dashboard
• Alarm identification – equipment's
monitoring The big question
is: how to make
customer QoS
experience an
integral part of
NMS?
AI+Drone enabled Cell Tower Monitoring
• Verizon and AT&T - for monitoring their cell sites
• Tower inspection algorithms for checking assets - 6,000 videos, > 1 million cell
tower photos as datasets – 200 elements identified
• Telecom tower sites located in remote areas are usually left unattended.
• Fuel and expensive telecom equipment
on these sites - susceptible to theft
and fiddling.
• Drones provide a bird’s view eye
• Can be very effective during
disaster management.
• Helpful for inspecting surroundings
Lat/long of mobile towers- available on Tarang Sanchar portal.
AI + Drone based monitoring of mobile towers - lat/long, radius details to
drone
EMF emission data of telecom towers may be collected with these AI
enabled drones
Like Air Quality Index - Safe, Critical, Bad, hazardous to eradicate fear of
radiations levels among Public - Real time data may be fed to LED
displays
Data pushed to a centralized server for mapping emission levels to different
categories for EMF Compliance purposes
AI for EMF emissions audits and public awareness
of EMF emission
Present setup for grievances redressal
Access
• Contact to any TSP’s Customer Care is – through Call or email
or SMS
Time Delay
• Time taken by any subscriber to reach to customer care
executive after wading through IVRS is more than 60s
• Unnecessary wastage of resources, public telecom network
• Poor QoS experienced by subscriber even during lodging
complaints/grievances
Chatbot
• Some TSPs websites have implemented interactive chatbots
• TSP downloads its APP on user mobile device
AI enabled Chatbots & self-assessment APPs
TSP App may have an inbuilt
button of Health Check wherein
following parameters will be
automatically checked for
identifying issue:
i. Type of network and technology
ii. Signal strength
iii. Data speed – uplink and downlink
iv. Location
Datasets of all subscribers:
•To be used for finding subscriber
receiving worst service;
• A benchmark may be set as a
threshold value.
• If that criteria is not fulfilled, the App
will make an automatic call to call
centre where the grievance may be
directly routed to the customer care
executive.
The datasets may be used for machine learning for taking better decisions.
AI for Disaster Management
IMD issues warnings and alerts for natural hazards & disasters
Common Alert Protocol (CAP), an indigenous application
designed by C-DOT, is being used for sending alert SMSs to the
subscribers present in affected areas of expected disaster
Number of people dialing the helpline codes increases
exponentially – results in network congestion
CAP and EWS + Location Based System (CQAS) - extract
information about approx. count of people in area - evacuation
NextGen Digital Intelligence Tool
for
ASTR (अस्त्र ) : AI and Facial Recognition powered Solution
for Telecom SIM Subscriber VeRification
Detecting and
weeding out
fake/forged SIMs
before used for
cyber crime and
frauds
Prevention
of cyber
crimes and
frauds
Catalyzing
the
investigation
of cyber
crimes
By:- Naveen Jakhar, ITS
ADG (AI & DIU)
DoT HQ
The Menace of Cyber Frauds and Crimes
Fake SIMs and Problem of Cyber Frauds, Crimes
> 11 lakh complaints on
NCRP in last 3 years
Huge Vulnerable Attack
Surface of 1.16 billion
telecom subscribers
50000 Cyber-crimes
cases in 2020,
52974 cases in 2021
Pendency of cases > 70%
by end of 2020
Fake SIMs - Direct Threat to Digital Economy and Digital Inclusion
30142 cases of
financial frauds ~ 60%
India lost Rs 1.25 Lakh
crores due to cyber crimes
in last 3 years.
Major cyber crime
syndicates - from
Jamtara and Mewat.
Direct threat to national
security, public law & order
and safety
> 2.5 lakh SIMs
involved in cyber crimes
Nexus b/w Cyber Crimes and Fake SIMs
Why cyber crime
investigation is
complex ?
• Anonymity, Untraceability,
Trans border syndicates
•70% cases pending
investigation
• <5% conviction rate
Fake SIMs in financial frauds,
cyber crimes, extortion, dacoity,
kidnapping, hoax, threat calls,
advanced crimes like sextortion
Cyber crime hotspots in India
Mewat - Haryana
Jamtara -Bihar Jharkhand
Jammu Kashmir
North Eastern States
Rajasthan
West Bengal & Kolkata
Odisha
Assam
Punjab
Delhi NCR
Gujarat
Uttar Pradesh
SIM Subscription Process in India
Paper Digital -KYC E-KYC using
Aadhaar
SIMs – 18 crore,
13.5% of total
SIMs – 63 crore,
47% of total
SIMs – 53 crore,
39.5% of total
Total SIMs in India as on 31.12.2022 – 134 crores
Photo,
KYC – Name,
DOB, PoI/PoA,
Tele-verification
Live Image
Live Photo,
KYC – Name,
DOB, PoI/PoA,
Live Image
Existing SIM Subscriber Verification - Limitations
No centralized SIM Database, TSPs - individual database
> 30 PoI/PoA documents – for connection
No online mechanism for PoI/PoA verification for SIM activation
Text Based Analysis by LEAs and DoT LSA field units
Creation of fake/forged PoI and PoA by fraudsters
0.1% and 0.2% sample CAFs audit by DoT LSA units
Existing SIM Subscriber Verification - Limitations
Consequence: Mostly SIMs found compliant in conventional audit/investigation for individual
case –
so even after being reported by citizens / LEAs, cyber crime gangs and their SIMs remain
functional
LEA reports to
DoT
Mob Num
involved in
cyber crime -
xxxxxx9380
DoT carries out
CAF compliance
for this number.
Details on CAF
match with
PoI/PoA used
Mobile
Number
Found
Compliant
Expertise level of the fraudsters in creation of fake Proof of Identity/Address documents
Can never be detected by human beings by analyzing single case in isolation
KYC DETAILS: NAME, DOB, ADDRESS
AADHAAR NO.
PHOTOGRAPH
PoI - VALID AADHAAR DOCUMENT
ASTR: NextGen Digital Intelligence Tool
Live Image
Live Image
Fake PoI/PoA-
Aadhaar
Fake PoI/PoA-
Aadhaar
Name - Atul Name - Raju
Fraudulent subscribers –
SAME Face but different
names other details
68 facial landmarks
detected
68 facial landmarks
detected
Cosine product
comparison, face
matches at
99.25%
Name Similarity Check, matches
38% - different Names
ASTR: NextGen Digital Intelligence Tool
Fraudulent subscribers –
SAME Face but different
names other details
Individual
Subscribers >
prescribed count
Face comparison with very high grade
accuracy
ASTR – agnostic to PoI/PoA
Naveen
Navien
Norman
Nakeem
Quantum jump from 0.1% to 100% SIM
verification – 1000 times
Presenting the Power of ASTR: 7 SIMs, 3 Names
Male and Female – One Person in Mewat, Haryana
Sample Case -1
ASTR: Impact in Cybercrime hotspots
Sample Case -2
213 SIMs across
different TSPs
100 Names
100 Forged PoI/PoA
ASTR detects Fraud
ONE PERSON
ASTR: Impact in
Cybercrime hotspots
52 SIMs, 29 Names
Male and Female
29 Forged PoI/PoA
ASTR detects Fraud
- One Person
Sample Case -3
2655735
15748
1
10
100
1000
10000
100000
1000000
10000000
1
NUMBER
OF
CONNECTIONS
ALL TSPs
FACE RECOGNITION BASED SIM
ANALYSIS RESULTS
Total Number of suspected fake/forged SIMs detected
Total Number of more than prescribed SIMs disconnected
ASTR – for Breaking the Chain
of Cyber Crimes and Frauds SIMs on
fake/forged
Docs or in 3rd
parties Name
Bank accounts,
social media
handles-
Whatsapp,
Facebook,
Telegram Payment
APPs
Vishing,
Phishing,
SMiShing
Attack for
Financial
Fraud
Instant Money
Withdrawal by
Fraudsters
Un
Traceability
and
Anonymity in
SIMs during
investigation
Breaking the
Chain
Cyber
Crimes/Frauds
Cycle
A tool to curb cyber
crimes/frauds
Pro active Analysis and
Communication
Intelligence using ASTR
-
Detecting and weeding
out the fraudulent SIMs
even before they are
used to carry out any
cyber crime/fraud
AI for Subscriber On-boarding
For checking whether the Point of Sale are working as per
instructions
Sudden rise in SIM sale in an area, Ghost PoS
Inputs to the Activation Officer before SIM Activation
In Subscriber on-boarding APP – live human face detection, de-
duplication of subscriber using KYC details and image
“I believe this artificial intelligence is going to be our partner. If we
misuse it, it will be a risk. If we use it right, it can be our partner.”
--Mashayoshi Son
Thank You !!
Your queries please.

More Related Content

What's hot

IIoT Digital Transformation for Plant Equipment Monitoring
IIoT Digital Transformation for Plant Equipment MonitoringIIoT Digital Transformation for Plant Equipment Monitoring
IIoT Digital Transformation for Plant Equipment Monitoring
Yokogawa1
 
LPWA network
LPWA networkLPWA network
Mavenir: Why and How Private LTE & 5G Networks Are Rapidly Evolving for Enter...
Mavenir: Why and How Private LTE & 5G Networks Are Rapidly Evolving for Enter...Mavenir: Why and How Private LTE & 5G Networks Are Rapidly Evolving for Enter...
Mavenir: Why and How Private LTE & 5G Networks Are Rapidly Evolving for Enter...
Mavenir
 
Private 5G Networks at the Queen's Funeral and Elsewhere
Private 5G Networks at the Queen's Funeral and ElsewherePrivate 5G Networks at the Queen's Funeral and Elsewhere
Private 5G Networks at the Queen's Funeral and Elsewhere
Kieran Kunhya
 
5G and Open Reference Platforms
5G and Open Reference Platforms5G and Open Reference Platforms
5G and Open Reference Platforms
Michelle Holley
 
Emerging Trends in Hybrid-Cloud & Multi-Cloud Strategies
Emerging Trends in Hybrid-Cloud & Multi-Cloud StrategiesEmerging Trends in Hybrid-Cloud & Multi-Cloud Strategies
Emerging Trends in Hybrid-Cloud & Multi-Cloud Strategies
Chaitanya Atreya
 
Swisscom Network Analytics
Swisscom Network AnalyticsSwisscom Network Analytics
Swisscom Network Analytics
confluent
 
Security for 5G presentation.pptx
Security for 5G presentation.pptxSecurity for 5G presentation.pptx
Security for 5G presentation.pptx
Amr Said
 
Ericsson 5G Core System
Ericsson 5G Core SystemEricsson 5G Core System
Ericsson 5G Core System
Ericsson
 
Enabling the metaverse with 5G- web.pdf
Enabling the metaverse with 5G- web.pdfEnabling the metaverse with 5G- web.pdf
Enabling the metaverse with 5G- web.pdf
Qualcomm Research
 
5G Shared Spectrum
5G Shared Spectrum5G Shared Spectrum
5G Shared Spectrum
Qualcomm Research
 
Accelerating Innovation from Edge to Cloud
Accelerating Innovation from Edge to CloudAccelerating Innovation from Edge to Cloud
Accelerating Innovation from Edge to Cloud
Rebekah Rodriguez
 
Presentation on private 5G.pptx
Presentation on private 5G.pptxPresentation on private 5G.pptx
Presentation on private 5G.pptx
PavanKuamr4
 
5G Marketting
5G  Marketting5G  Marketting
5G Marketting
ssuser220dc6
 
Cloud Cost Optimization Whitepaper
Cloud Cost Optimization WhitepaperCloud Cost Optimization Whitepaper
Cloud Cost Optimization Whitepaper
DevPro3
 
OpenStack @ Workday - CI/CD
OpenStack @ Workday - CI/CDOpenStack @ Workday - CI/CD
OpenStack @ Workday - CI/CD
Edgar Magana
 
Overview of standardisation status and 3GPP technology evolution trend
Overview of standardisation status and 3GPP technology evolution trendOverview of standardisation status and 3GPP technology evolution trend
Overview of standardisation status and 3GPP technology evolution trend
3G4G
 
Miscellaneous: 5G Uses Cases - April 2019
Miscellaneous: 5G Uses Cases - April 2019Miscellaneous: 5G Uses Cases - April 2019
Miscellaneous: 5G Uses Cases - April 2019
3G4G
 
Getting to the Edge – Exploring 4G/5G Cloud-RAN Deployable Solutions
Getting to the Edge – Exploring 4G/5G Cloud-RAN Deployable SolutionsGetting to the Edge – Exploring 4G/5G Cloud-RAN Deployable Solutions
Getting to the Edge – Exploring 4G/5G Cloud-RAN Deployable Solutions
Radisys Corporation
 
Making 5G New Radio a Reality - by Qualcomm
Making 5G New Radio a Reality - by QualcommMaking 5G New Radio a Reality - by Qualcomm
Making 5G New Radio a Reality - by Qualcomm
Aydin Karaer
 

What's hot (20)

IIoT Digital Transformation for Plant Equipment Monitoring
IIoT Digital Transformation for Plant Equipment MonitoringIIoT Digital Transformation for Plant Equipment Monitoring
IIoT Digital Transformation for Plant Equipment Monitoring
 
LPWA network
LPWA networkLPWA network
LPWA network
 
Mavenir: Why and How Private LTE & 5G Networks Are Rapidly Evolving for Enter...
Mavenir: Why and How Private LTE & 5G Networks Are Rapidly Evolving for Enter...Mavenir: Why and How Private LTE & 5G Networks Are Rapidly Evolving for Enter...
Mavenir: Why and How Private LTE & 5G Networks Are Rapidly Evolving for Enter...
 
Private 5G Networks at the Queen's Funeral and Elsewhere
Private 5G Networks at the Queen's Funeral and ElsewherePrivate 5G Networks at the Queen's Funeral and Elsewhere
Private 5G Networks at the Queen's Funeral and Elsewhere
 
5G and Open Reference Platforms
5G and Open Reference Platforms5G and Open Reference Platforms
5G and Open Reference Platforms
 
Emerging Trends in Hybrid-Cloud & Multi-Cloud Strategies
Emerging Trends in Hybrid-Cloud & Multi-Cloud StrategiesEmerging Trends in Hybrid-Cloud & Multi-Cloud Strategies
Emerging Trends in Hybrid-Cloud & Multi-Cloud Strategies
 
Swisscom Network Analytics
Swisscom Network AnalyticsSwisscom Network Analytics
Swisscom Network Analytics
 
Security for 5G presentation.pptx
Security for 5G presentation.pptxSecurity for 5G presentation.pptx
Security for 5G presentation.pptx
 
Ericsson 5G Core System
Ericsson 5G Core SystemEricsson 5G Core System
Ericsson 5G Core System
 
Enabling the metaverse with 5G- web.pdf
Enabling the metaverse with 5G- web.pdfEnabling the metaverse with 5G- web.pdf
Enabling the metaverse with 5G- web.pdf
 
5G Shared Spectrum
5G Shared Spectrum5G Shared Spectrum
5G Shared Spectrum
 
Accelerating Innovation from Edge to Cloud
Accelerating Innovation from Edge to CloudAccelerating Innovation from Edge to Cloud
Accelerating Innovation from Edge to Cloud
 
Presentation on private 5G.pptx
Presentation on private 5G.pptxPresentation on private 5G.pptx
Presentation on private 5G.pptx
 
5G Marketting
5G  Marketting5G  Marketting
5G Marketting
 
Cloud Cost Optimization Whitepaper
Cloud Cost Optimization WhitepaperCloud Cost Optimization Whitepaper
Cloud Cost Optimization Whitepaper
 
OpenStack @ Workday - CI/CD
OpenStack @ Workday - CI/CDOpenStack @ Workday - CI/CD
OpenStack @ Workday - CI/CD
 
Overview of standardisation status and 3GPP technology evolution trend
Overview of standardisation status and 3GPP technology evolution trendOverview of standardisation status and 3GPP technology evolution trend
Overview of standardisation status and 3GPP technology evolution trend
 
Miscellaneous: 5G Uses Cases - April 2019
Miscellaneous: 5G Uses Cases - April 2019Miscellaneous: 5G Uses Cases - April 2019
Miscellaneous: 5G Uses Cases - April 2019
 
Getting to the Edge – Exploring 4G/5G Cloud-RAN Deployable Solutions
Getting to the Edge – Exploring 4G/5G Cloud-RAN Deployable SolutionsGetting to the Edge – Exploring 4G/5G Cloud-RAN Deployable Solutions
Getting to the Edge – Exploring 4G/5G Cloud-RAN Deployable Solutions
 
Making 5G New Radio a Reality - by Qualcomm
Making 5G New Radio a Reality - by QualcommMaking 5G New Radio a Reality - by Qualcomm
Making 5G New Radio a Reality - by Qualcomm
 

Similar to AI Use-cases in Telecom sector - Part-2.pptx

Fraud Management Industry Update Webinar
Fraud Management Industry Update WebinarFraud Management Industry Update Webinar
Fraud Management Industry Update Webinar
cVidya Networks
 
Apostu sergiu project
Apostu sergiu projectApostu sergiu project
Apostu sergiu project
Apostu Sergiu
 
Managing & Securing the Online and Mobile banking - Chew Chee Seng
Managing & Securing the Online and Mobile banking - Chew Chee SengManaging & Securing the Online and Mobile banking - Chew Chee Seng
Managing & Securing the Online and Mobile banking - Chew Chee Seng
Knowledge Group
 
Ssp fraud risk vulnerablity in ebanking
Ssp fraud risk vulnerablity in ebanking Ssp fraud risk vulnerablity in ebanking
Ssp fraud risk vulnerablity in ebanking
sathyananda prabhu
 
Cyber security
Cyber securityCyber security
Cyber security
Perfect Training Center
 
The Rise of Card Not Present Crime in Contact Centers
The Rise of Card Not Present Crime in Contact CentersThe Rise of Card Not Present Crime in Contact Centers
The Rise of Card Not Present Crime in Contact Centers
Eckoh
 
AI Applications in telecommunication industry
AI Applications in telecommunication industryAI Applications in telecommunication industry
AI Applications in telecommunication industry
Atefe Shahrokhi
 
Credit Card Fraud Detection project.pptx
Credit Card Fraud Detection project.pptxCredit Card Fraud Detection project.pptx
Credit Card Fraud Detection project.pptx
sanjivaniahire31
 
Insight into IT Strategic Challenges
Insight into IT Strategic ChallengesInsight into IT Strategic Challenges
Insight into IT Strategic Challenges
Jorge Sebastiao
 
Understanding the Card Fraud Lifecycle : A Guide For Private Label Issuers
Understanding the Card Fraud Lifecycle :  A Guide For Private Label IssuersUnderstanding the Card Fraud Lifecycle :  A Guide For Private Label Issuers
Understanding the Card Fraud Lifecycle : A Guide For Private Label Issuers
Christopher Uriarte
 
The Great Unknown - How can operators leverage big data to prevent future rev...
The Great Unknown - How can operators leverage big data to prevent future rev...The Great Unknown - How can operators leverage big data to prevent future rev...
The Great Unknown - How can operators leverage big data to prevent future rev...
cVidya Networks
 
Review on Fraud Detection in Electronic Payment Gateway
Review on Fraud Detection in Electronic Payment GatewayReview on Fraud Detection in Electronic Payment Gateway
Review on Fraud Detection in Electronic Payment Gateway
IRJET Journal
 
Ai and machine learning help detect, predict and prevent fraud - IBM Watson ...
Ai and machine learning help detect, predict and prevent fraud -  IBM Watson ...Ai and machine learning help detect, predict and prevent fraud -  IBM Watson ...
Ai and machine learning help detect, predict and prevent fraud - IBM Watson ...
Institute of Contemporary Sciences
 
Mobile Commerce meets the Real World - Mobile Ticketing
Mobile Commerce meets the Real World - Mobile TicketingMobile Commerce meets the Real World - Mobile Ticketing
Mobile Commerce meets the Real World - Mobile Ticketing
Masabi
 
TADSummit Asia 2019, Richard Im, Apigate. Apigate’s Journey from In-house Ini...
TADSummit Asia 2019, Richard Im, Apigate. Apigate’s Journey from In-house Ini...TADSummit Asia 2019, Richard Im, Apigate. Apigate’s Journey from In-house Ini...
TADSummit Asia 2019, Richard Im, Apigate. Apigate’s Journey from In-house Ini...
Alan Quayle
 
Trends in electronic crimes and its impact on businesses like yours
Trends in electronic crimes and its impact on businesses like yoursTrends in electronic crimes and its impact on businesses like yours
Trends in electronic crimes and its impact on businesses like yours
MotherGuardians
 
Mobile Commerce meets the Real World - Mobile Ticketing
Mobile Commerce meets the Real World - Mobile TicketingMobile Commerce meets the Real World - Mobile Ticketing
Mobile Commerce meets the Real World - Mobile Ticketing
Masabi
 
Integration Of Triangular Location Detection, IoT, Open CV - User Authenti...
Integration  Of Triangular  Location  Detection, IoT, Open CV - User Authenti...Integration  Of Triangular  Location  Detection, IoT, Open CV - User Authenti...
Integration Of Triangular Location Detection, IoT, Open CV - User Authenti...
IRJET Journal
 
Fraud Management Industry Update Webinar by cVidya
Fraud Management Industry Update Webinar by cVidyaFraud Management Industry Update Webinar by cVidya
Fraud Management Industry Update Webinar by cVidya
cVidya Networks
 
Linas Eriksonas, Market for mobile biometrics
Linas Eriksonas, Market for mobile biometricsLinas Eriksonas, Market for mobile biometrics
Linas Eriksonas, Market for mobile biometrics
Linas Eriksonas
 

Similar to AI Use-cases in Telecom sector - Part-2.pptx (20)

Fraud Management Industry Update Webinar
Fraud Management Industry Update WebinarFraud Management Industry Update Webinar
Fraud Management Industry Update Webinar
 
Apostu sergiu project
Apostu sergiu projectApostu sergiu project
Apostu sergiu project
 
Managing & Securing the Online and Mobile banking - Chew Chee Seng
Managing & Securing the Online and Mobile banking - Chew Chee SengManaging & Securing the Online and Mobile banking - Chew Chee Seng
Managing & Securing the Online and Mobile banking - Chew Chee Seng
 
Ssp fraud risk vulnerablity in ebanking
Ssp fraud risk vulnerablity in ebanking Ssp fraud risk vulnerablity in ebanking
Ssp fraud risk vulnerablity in ebanking
 
Cyber security
Cyber securityCyber security
Cyber security
 
The Rise of Card Not Present Crime in Contact Centers
The Rise of Card Not Present Crime in Contact CentersThe Rise of Card Not Present Crime in Contact Centers
The Rise of Card Not Present Crime in Contact Centers
 
AI Applications in telecommunication industry
AI Applications in telecommunication industryAI Applications in telecommunication industry
AI Applications in telecommunication industry
 
Credit Card Fraud Detection project.pptx
Credit Card Fraud Detection project.pptxCredit Card Fraud Detection project.pptx
Credit Card Fraud Detection project.pptx
 
Insight into IT Strategic Challenges
Insight into IT Strategic ChallengesInsight into IT Strategic Challenges
Insight into IT Strategic Challenges
 
Understanding the Card Fraud Lifecycle : A Guide For Private Label Issuers
Understanding the Card Fraud Lifecycle :  A Guide For Private Label IssuersUnderstanding the Card Fraud Lifecycle :  A Guide For Private Label Issuers
Understanding the Card Fraud Lifecycle : A Guide For Private Label Issuers
 
The Great Unknown - How can operators leverage big data to prevent future rev...
The Great Unknown - How can operators leverage big data to prevent future rev...The Great Unknown - How can operators leverage big data to prevent future rev...
The Great Unknown - How can operators leverage big data to prevent future rev...
 
Review on Fraud Detection in Electronic Payment Gateway
Review on Fraud Detection in Electronic Payment GatewayReview on Fraud Detection in Electronic Payment Gateway
Review on Fraud Detection in Electronic Payment Gateway
 
Ai and machine learning help detect, predict and prevent fraud - IBM Watson ...
Ai and machine learning help detect, predict and prevent fraud -  IBM Watson ...Ai and machine learning help detect, predict and prevent fraud -  IBM Watson ...
Ai and machine learning help detect, predict and prevent fraud - IBM Watson ...
 
Mobile Commerce meets the Real World - Mobile Ticketing
Mobile Commerce meets the Real World - Mobile TicketingMobile Commerce meets the Real World - Mobile Ticketing
Mobile Commerce meets the Real World - Mobile Ticketing
 
TADSummit Asia 2019, Richard Im, Apigate. Apigate’s Journey from In-house Ini...
TADSummit Asia 2019, Richard Im, Apigate. Apigate’s Journey from In-house Ini...TADSummit Asia 2019, Richard Im, Apigate. Apigate’s Journey from In-house Ini...
TADSummit Asia 2019, Richard Im, Apigate. Apigate’s Journey from In-house Ini...
 
Trends in electronic crimes and its impact on businesses like yours
Trends in electronic crimes and its impact on businesses like yoursTrends in electronic crimes and its impact on businesses like yours
Trends in electronic crimes and its impact on businesses like yours
 
Mobile Commerce meets the Real World - Mobile Ticketing
Mobile Commerce meets the Real World - Mobile TicketingMobile Commerce meets the Real World - Mobile Ticketing
Mobile Commerce meets the Real World - Mobile Ticketing
 
Integration Of Triangular Location Detection, IoT, Open CV - User Authenti...
Integration  Of Triangular  Location  Detection, IoT, Open CV - User Authenti...Integration  Of Triangular  Location  Detection, IoT, Open CV - User Authenti...
Integration Of Triangular Location Detection, IoT, Open CV - User Authenti...
 
Fraud Management Industry Update Webinar by cVidya
Fraud Management Industry Update Webinar by cVidyaFraud Management Industry Update Webinar by cVidya
Fraud Management Industry Update Webinar by cVidya
 
Linas Eriksonas, Market for mobile biometrics
Linas Eriksonas, Market for mobile biometricsLinas Eriksonas, Market for mobile biometrics
Linas Eriksonas, Market for mobile biometrics
 

Recently uploaded

The APCO Geopolitical Radar - Q3 2024 The Global Operating Environment for Bu...
The APCO Geopolitical Radar - Q3 2024 The Global Operating Environment for Bu...The APCO Geopolitical Radar - Q3 2024 The Global Operating Environment for Bu...
The APCO Geopolitical Radar - Q3 2024 The Global Operating Environment for Bu...
APCO
 
amptalk_RecruitingDeck_english_2024.06.05
amptalk_RecruitingDeck_english_2024.06.05amptalk_RecruitingDeck_english_2024.06.05
amptalk_RecruitingDeck_english_2024.06.05
marketing317746
 
2022 Vintage Roman Numerals Men Rings
2022 Vintage Roman  Numerals  Men  Rings2022 Vintage Roman  Numerals  Men  Rings
2022 Vintage Roman Numerals Men Rings
aragme
 
❼❷⓿❺❻❷❽❷❼❽ Dpboss Matka Result Satta Matka Guessing Satta Fix jodi Kalyan Fin...
❼❷⓿❺❻❷❽❷❼❽ Dpboss Matka Result Satta Matka Guessing Satta Fix jodi Kalyan Fin...❼❷⓿❺❻❷❽❷❼❽ Dpboss Matka Result Satta Matka Guessing Satta Fix jodi Kalyan Fin...
❼❷⓿❺❻❷❽❷❼❽ Dpboss Matka Result Satta Matka Guessing Satta Fix jodi Kalyan Fin...
❼❷⓿❺❻❷❽❷❼❽ Dpboss Kalyan Satta Matka Guessing Matka Result Main Bazar chart
 
How to Implement a Real Estate CRM Software
How to Implement a Real Estate CRM SoftwareHow to Implement a Real Estate CRM Software
How to Implement a Real Estate CRM Software
SalesTown
 
Brian Fitzsimmons on the Business Strategy and Content Flywheel of Barstool S...
Brian Fitzsimmons on the Business Strategy and Content Flywheel of Barstool S...Brian Fitzsimmons on the Business Strategy and Content Flywheel of Barstool S...
Brian Fitzsimmons on the Business Strategy and Content Flywheel of Barstool S...
Neil Horowitz
 
How to Implement a Strategy: Transform Your Strategy with BSC Designer's Comp...
How to Implement a Strategy: Transform Your Strategy with BSC Designer's Comp...How to Implement a Strategy: Transform Your Strategy with BSC Designer's Comp...
How to Implement a Strategy: Transform Your Strategy with BSC Designer's Comp...
Aleksey Savkin
 
Dpboss Matka Guessing Satta Matta Matka Kalyan Chart Satta Matka
Dpboss Matka Guessing Satta Matta Matka Kalyan Chart Satta MatkaDpboss Matka Guessing Satta Matta Matka Kalyan Chart Satta Matka
Dpboss Matka Guessing Satta Matta Matka Kalyan Chart Satta Matka
➒➌➎➏➑➐➋➑➐➐Dpboss Matka Guessing Satta Matka Kalyan Chart Indian Matka
 
The 10 Most Influential Leaders Guiding Corporate Evolution, 2024.pdf
The 10 Most Influential Leaders Guiding Corporate Evolution, 2024.pdfThe 10 Most Influential Leaders Guiding Corporate Evolution, 2024.pdf
The 10 Most Influential Leaders Guiding Corporate Evolution, 2024.pdf
thesiliconleaders
 
Call 8867766396 Satta Matka Dpboss Matka Guessing Satta batta Matka 420 Satta...
Call 8867766396 Satta Matka Dpboss Matka Guessing Satta batta Matka 420 Satta...Call 8867766396 Satta Matka Dpboss Matka Guessing Satta batta Matka 420 Satta...
Call 8867766396 Satta Matka Dpboss Matka Guessing Satta batta Matka 420 Satta...
bosssp10
 
Best practices for project execution and delivery
Best practices for project execution and deliveryBest practices for project execution and delivery
Best practices for project execution and delivery
CLIVE MINCHIN
 
Digital Marketing with a Focus on Sustainability
Digital Marketing with a Focus on SustainabilityDigital Marketing with a Focus on Sustainability
Digital Marketing with a Focus on Sustainability
sssourabhsharma
 
Anny Serafina Love - Letter of Recommendation by Kellen Harkins, MS.
Anny Serafina Love - Letter of Recommendation by Kellen Harkins, MS.Anny Serafina Love - Letter of Recommendation by Kellen Harkins, MS.
Anny Serafina Love - Letter of Recommendation by Kellen Harkins, MS.
AnnySerafinaLove
 
Building Your Employer Brand with Social Media
Building Your Employer Brand with Social MediaBuilding Your Employer Brand with Social Media
Building Your Employer Brand with Social Media
LuanWise
 
Hamster Kombat' Telegram Game Surpasses 100 Million Players—Token Release Sch...
Hamster Kombat' Telegram Game Surpasses 100 Million Players—Token Release Sch...Hamster Kombat' Telegram Game Surpasses 100 Million Players—Token Release Sch...
Hamster Kombat' Telegram Game Surpasses 100 Million Players—Token Release Sch...
SOFTTECHHUB
 
Satta Matka Dpboss Matka Guessing Kalyan Chart Indian Matka Kalyan panel Chart
Satta Matka Dpboss Matka Guessing Kalyan Chart Indian Matka Kalyan panel ChartSatta Matka Dpboss Matka Guessing Kalyan Chart Indian Matka Kalyan panel Chart
Satta Matka Dpboss Matka Guessing Kalyan Chart Indian Matka Kalyan panel Chart
➒➌➎➏➑➐➋➑➐➐Dpboss Matka Guessing Satta Matka Kalyan Chart Indian Matka
 
Organizational Change Leadership Agile Tour Geneve 2024
Organizational Change Leadership Agile Tour Geneve 2024Organizational Change Leadership Agile Tour Geneve 2024
Organizational Change Leadership Agile Tour Geneve 2024
Kirill Klimov
 
Easily Verify Compliance and Security with Binance KYC
Easily Verify Compliance and Security with Binance KYCEasily Verify Compliance and Security with Binance KYC
Easily Verify Compliance and Security with Binance KYC
Any kyc Account
 
Observation Lab PowerPoint Assignment for TEM 431
Observation Lab PowerPoint Assignment for TEM 431Observation Lab PowerPoint Assignment for TEM 431
Observation Lab PowerPoint Assignment for TEM 431
ecamare2
 
Event Report - SAP Sapphire 2024 Orlando - lots of innovation and old challenges
Event Report - SAP Sapphire 2024 Orlando - lots of innovation and old challengesEvent Report - SAP Sapphire 2024 Orlando - lots of innovation and old challenges
Event Report - SAP Sapphire 2024 Orlando - lots of innovation and old challenges
Holger Mueller
 

Recently uploaded (20)

The APCO Geopolitical Radar - Q3 2024 The Global Operating Environment for Bu...
The APCO Geopolitical Radar - Q3 2024 The Global Operating Environment for Bu...The APCO Geopolitical Radar - Q3 2024 The Global Operating Environment for Bu...
The APCO Geopolitical Radar - Q3 2024 The Global Operating Environment for Bu...
 
amptalk_RecruitingDeck_english_2024.06.05
amptalk_RecruitingDeck_english_2024.06.05amptalk_RecruitingDeck_english_2024.06.05
amptalk_RecruitingDeck_english_2024.06.05
 
2022 Vintage Roman Numerals Men Rings
2022 Vintage Roman  Numerals  Men  Rings2022 Vintage Roman  Numerals  Men  Rings
2022 Vintage Roman Numerals Men Rings
 
❼❷⓿❺❻❷❽❷❼❽ Dpboss Matka Result Satta Matka Guessing Satta Fix jodi Kalyan Fin...
❼❷⓿❺❻❷❽❷❼❽ Dpboss Matka Result Satta Matka Guessing Satta Fix jodi Kalyan Fin...❼❷⓿❺❻❷❽❷❼❽ Dpboss Matka Result Satta Matka Guessing Satta Fix jodi Kalyan Fin...
❼❷⓿❺❻❷❽❷❼❽ Dpboss Matka Result Satta Matka Guessing Satta Fix jodi Kalyan Fin...
 
How to Implement a Real Estate CRM Software
How to Implement a Real Estate CRM SoftwareHow to Implement a Real Estate CRM Software
How to Implement a Real Estate CRM Software
 
Brian Fitzsimmons on the Business Strategy and Content Flywheel of Barstool S...
Brian Fitzsimmons on the Business Strategy and Content Flywheel of Barstool S...Brian Fitzsimmons on the Business Strategy and Content Flywheel of Barstool S...
Brian Fitzsimmons on the Business Strategy and Content Flywheel of Barstool S...
 
How to Implement a Strategy: Transform Your Strategy with BSC Designer's Comp...
How to Implement a Strategy: Transform Your Strategy with BSC Designer's Comp...How to Implement a Strategy: Transform Your Strategy with BSC Designer's Comp...
How to Implement a Strategy: Transform Your Strategy with BSC Designer's Comp...
 
Dpboss Matka Guessing Satta Matta Matka Kalyan Chart Satta Matka
Dpboss Matka Guessing Satta Matta Matka Kalyan Chart Satta MatkaDpboss Matka Guessing Satta Matta Matka Kalyan Chart Satta Matka
Dpboss Matka Guessing Satta Matta Matka Kalyan Chart Satta Matka
 
The 10 Most Influential Leaders Guiding Corporate Evolution, 2024.pdf
The 10 Most Influential Leaders Guiding Corporate Evolution, 2024.pdfThe 10 Most Influential Leaders Guiding Corporate Evolution, 2024.pdf
The 10 Most Influential Leaders Guiding Corporate Evolution, 2024.pdf
 
Call 8867766396 Satta Matka Dpboss Matka Guessing Satta batta Matka 420 Satta...
Call 8867766396 Satta Matka Dpboss Matka Guessing Satta batta Matka 420 Satta...Call 8867766396 Satta Matka Dpboss Matka Guessing Satta batta Matka 420 Satta...
Call 8867766396 Satta Matka Dpboss Matka Guessing Satta batta Matka 420 Satta...
 
Best practices for project execution and delivery
Best practices for project execution and deliveryBest practices for project execution and delivery
Best practices for project execution and delivery
 
Digital Marketing with a Focus on Sustainability
Digital Marketing with a Focus on SustainabilityDigital Marketing with a Focus on Sustainability
Digital Marketing with a Focus on Sustainability
 
Anny Serafina Love - Letter of Recommendation by Kellen Harkins, MS.
Anny Serafina Love - Letter of Recommendation by Kellen Harkins, MS.Anny Serafina Love - Letter of Recommendation by Kellen Harkins, MS.
Anny Serafina Love - Letter of Recommendation by Kellen Harkins, MS.
 
Building Your Employer Brand with Social Media
Building Your Employer Brand with Social MediaBuilding Your Employer Brand with Social Media
Building Your Employer Brand with Social Media
 
Hamster Kombat' Telegram Game Surpasses 100 Million Players—Token Release Sch...
Hamster Kombat' Telegram Game Surpasses 100 Million Players—Token Release Sch...Hamster Kombat' Telegram Game Surpasses 100 Million Players—Token Release Sch...
Hamster Kombat' Telegram Game Surpasses 100 Million Players—Token Release Sch...
 
Satta Matka Dpboss Matka Guessing Kalyan Chart Indian Matka Kalyan panel Chart
Satta Matka Dpboss Matka Guessing Kalyan Chart Indian Matka Kalyan panel ChartSatta Matka Dpboss Matka Guessing Kalyan Chart Indian Matka Kalyan panel Chart
Satta Matka Dpboss Matka Guessing Kalyan Chart Indian Matka Kalyan panel Chart
 
Organizational Change Leadership Agile Tour Geneve 2024
Organizational Change Leadership Agile Tour Geneve 2024Organizational Change Leadership Agile Tour Geneve 2024
Organizational Change Leadership Agile Tour Geneve 2024
 
Easily Verify Compliance and Security with Binance KYC
Easily Verify Compliance and Security with Binance KYCEasily Verify Compliance and Security with Binance KYC
Easily Verify Compliance and Security with Binance KYC
 
Observation Lab PowerPoint Assignment for TEM 431
Observation Lab PowerPoint Assignment for TEM 431Observation Lab PowerPoint Assignment for TEM 431
Observation Lab PowerPoint Assignment for TEM 431
 
Event Report - SAP Sapphire 2024 Orlando - lots of innovation and old challenges
Event Report - SAP Sapphire 2024 Orlando - lots of innovation and old challengesEvent Report - SAP Sapphire 2024 Orlando - lots of innovation and old challenges
Event Report - SAP Sapphire 2024 Orlando - lots of innovation and old challenges
 

AI Use-cases in Telecom sector - Part-2.pptx

  • 1.
  • 2. Topics of Discussion: Basics of AI - Present status of AI in Telecom Sector Network Vs Subscriber View- QoE AI + Drone Cell Tower Monitoring and EMF Audits Customer Care Applications and Portals - Call Drop, QoS analysis ASTR (अस्त्र) and its impact
  • 3. Traditional Programming vs ML, DL &AI Computer Data Program Output Traditional Programming Computer Data Output Program ML, DL and AI
  • 4. Why Artificial Intelligence?  Present day and Future Considerations –Data Generation and its 5 V’s - Velocity, Volume, Value, Variety and Veracity – beyond human brain’s processing powers.  Technological advances – more data processing powers and storage  Will provide capabilities beyond problem solving
  • 5. AI in telecom sector-Present situation • Summary Report -76 TSPs, operating in 51 countries. • 18% have adopted AI for their products and services.
  • 6. AI in telecom sector – Driving factors Major Driving Force for AI in your organization? For delivering betters Customer Experience For selling new products to existing Customers Reducing OpEx by using automation
  • 7. Network Versus vs Customer View: QoE • How TSPs Manage ? Customers’ View • It takes me around 10s to open a website page. • I cannot receive my email • It takes a long time to connect to customer care executive. • My phone is showing the network but I cannot access internet. How does TSP do Network Management • KPIs Statistics • Dashboard • Alarm identification – equipment's monitoring The big question is: how to make customer QoS experience an integral part of NMS?
  • 8. AI+Drone enabled Cell Tower Monitoring • Verizon and AT&T - for monitoring their cell sites • Tower inspection algorithms for checking assets - 6,000 videos, > 1 million cell tower photos as datasets – 200 elements identified • Telecom tower sites located in remote areas are usually left unattended. • Fuel and expensive telecom equipment on these sites - susceptible to theft and fiddling. • Drones provide a bird’s view eye • Can be very effective during disaster management. • Helpful for inspecting surroundings
  • 9. Lat/long of mobile towers- available on Tarang Sanchar portal. AI + Drone based monitoring of mobile towers - lat/long, radius details to drone EMF emission data of telecom towers may be collected with these AI enabled drones Like Air Quality Index - Safe, Critical, Bad, hazardous to eradicate fear of radiations levels among Public - Real time data may be fed to LED displays Data pushed to a centralized server for mapping emission levels to different categories for EMF Compliance purposes AI for EMF emissions audits and public awareness of EMF emission
  • 10. Present setup for grievances redressal Access • Contact to any TSP’s Customer Care is – through Call or email or SMS Time Delay • Time taken by any subscriber to reach to customer care executive after wading through IVRS is more than 60s • Unnecessary wastage of resources, public telecom network • Poor QoS experienced by subscriber even during lodging complaints/grievances Chatbot • Some TSPs websites have implemented interactive chatbots • TSP downloads its APP on user mobile device
  • 11. AI enabled Chatbots & self-assessment APPs TSP App may have an inbuilt button of Health Check wherein following parameters will be automatically checked for identifying issue: i. Type of network and technology ii. Signal strength iii. Data speed – uplink and downlink iv. Location Datasets of all subscribers: •To be used for finding subscriber receiving worst service; • A benchmark may be set as a threshold value. • If that criteria is not fulfilled, the App will make an automatic call to call centre where the grievance may be directly routed to the customer care executive. The datasets may be used for machine learning for taking better decisions.
  • 12. AI for Disaster Management IMD issues warnings and alerts for natural hazards & disasters Common Alert Protocol (CAP), an indigenous application designed by C-DOT, is being used for sending alert SMSs to the subscribers present in affected areas of expected disaster Number of people dialing the helpline codes increases exponentially – results in network congestion CAP and EWS + Location Based System (CQAS) - extract information about approx. count of people in area - evacuation
  • 13. NextGen Digital Intelligence Tool for ASTR (अस्त्र ) : AI and Facial Recognition powered Solution for Telecom SIM Subscriber VeRification Detecting and weeding out fake/forged SIMs before used for cyber crime and frauds Prevention of cyber crimes and frauds Catalyzing the investigation of cyber crimes By:- Naveen Jakhar, ITS ADG (AI & DIU) DoT HQ
  • 14. The Menace of Cyber Frauds and Crimes
  • 15. Fake SIMs and Problem of Cyber Frauds, Crimes > 11 lakh complaints on NCRP in last 3 years Huge Vulnerable Attack Surface of 1.16 billion telecom subscribers 50000 Cyber-crimes cases in 2020, 52974 cases in 2021 Pendency of cases > 70% by end of 2020 Fake SIMs - Direct Threat to Digital Economy and Digital Inclusion 30142 cases of financial frauds ~ 60% India lost Rs 1.25 Lakh crores due to cyber crimes in last 3 years. Major cyber crime syndicates - from Jamtara and Mewat. Direct threat to national security, public law & order and safety > 2.5 lakh SIMs involved in cyber crimes
  • 16. Nexus b/w Cyber Crimes and Fake SIMs Why cyber crime investigation is complex ? • Anonymity, Untraceability, Trans border syndicates •70% cases pending investigation • <5% conviction rate Fake SIMs in financial frauds, cyber crimes, extortion, dacoity, kidnapping, hoax, threat calls, advanced crimes like sextortion
  • 17. Cyber crime hotspots in India Mewat - Haryana Jamtara -Bihar Jharkhand Jammu Kashmir North Eastern States Rajasthan West Bengal & Kolkata Odisha Assam Punjab Delhi NCR Gujarat Uttar Pradesh
  • 18. SIM Subscription Process in India Paper Digital -KYC E-KYC using Aadhaar SIMs – 18 crore, 13.5% of total SIMs – 63 crore, 47% of total SIMs – 53 crore, 39.5% of total Total SIMs in India as on 31.12.2022 – 134 crores Photo, KYC – Name, DOB, PoI/PoA, Tele-verification Live Image Live Photo, KYC – Name, DOB, PoI/PoA, Live Image
  • 19. Existing SIM Subscriber Verification - Limitations No centralized SIM Database, TSPs - individual database > 30 PoI/PoA documents – for connection No online mechanism for PoI/PoA verification for SIM activation Text Based Analysis by LEAs and DoT LSA field units Creation of fake/forged PoI and PoA by fraudsters 0.1% and 0.2% sample CAFs audit by DoT LSA units
  • 20. Existing SIM Subscriber Verification - Limitations Consequence: Mostly SIMs found compliant in conventional audit/investigation for individual case – so even after being reported by citizens / LEAs, cyber crime gangs and their SIMs remain functional LEA reports to DoT Mob Num involved in cyber crime - xxxxxx9380 DoT carries out CAF compliance for this number. Details on CAF match with PoI/PoA used Mobile Number Found Compliant Expertise level of the fraudsters in creation of fake Proof of Identity/Address documents Can never be detected by human beings by analyzing single case in isolation
  • 21. KYC DETAILS: NAME, DOB, ADDRESS AADHAAR NO. PHOTOGRAPH PoI - VALID AADHAAR DOCUMENT
  • 22. ASTR: NextGen Digital Intelligence Tool Live Image Live Image Fake PoI/PoA- Aadhaar Fake PoI/PoA- Aadhaar Name - Atul Name - Raju Fraudulent subscribers – SAME Face but different names other details 68 facial landmarks detected 68 facial landmarks detected Cosine product comparison, face matches at 99.25% Name Similarity Check, matches 38% - different Names
  • 23. ASTR: NextGen Digital Intelligence Tool Fraudulent subscribers – SAME Face but different names other details Individual Subscribers > prescribed count Face comparison with very high grade accuracy ASTR – agnostic to PoI/PoA Naveen Navien Norman Nakeem Quantum jump from 0.1% to 100% SIM verification – 1000 times
  • 24. Presenting the Power of ASTR: 7 SIMs, 3 Names Male and Female – One Person in Mewat, Haryana Sample Case -1
  • 25. ASTR: Impact in Cybercrime hotspots Sample Case -2 213 SIMs across different TSPs 100 Names 100 Forged PoI/PoA ASTR detects Fraud ONE PERSON
  • 26. ASTR: Impact in Cybercrime hotspots 52 SIMs, 29 Names Male and Female 29 Forged PoI/PoA ASTR detects Fraud - One Person Sample Case -3
  • 27. 2655735 15748 1 10 100 1000 10000 100000 1000000 10000000 1 NUMBER OF CONNECTIONS ALL TSPs FACE RECOGNITION BASED SIM ANALYSIS RESULTS Total Number of suspected fake/forged SIMs detected Total Number of more than prescribed SIMs disconnected
  • 28. ASTR – for Breaking the Chain of Cyber Crimes and Frauds SIMs on fake/forged Docs or in 3rd parties Name Bank accounts, social media handles- Whatsapp, Facebook, Telegram Payment APPs Vishing, Phishing, SMiShing Attack for Financial Fraud Instant Money Withdrawal by Fraudsters Un Traceability and Anonymity in SIMs during investigation Breaking the Chain Cyber Crimes/Frauds Cycle A tool to curb cyber crimes/frauds Pro active Analysis and Communication Intelligence using ASTR - Detecting and weeding out the fraudulent SIMs even before they are used to carry out any cyber crime/fraud
  • 29. AI for Subscriber On-boarding For checking whether the Point of Sale are working as per instructions Sudden rise in SIM sale in an area, Ghost PoS Inputs to the Activation Officer before SIM Activation In Subscriber on-boarding APP – live human face detection, de- duplication of subscriber using KYC details and image
  • 30. “I believe this artificial intelligence is going to be our partner. If we misuse it, it will be a risk. If we use it right, it can be our partner.” --Mashayoshi Son Thank You !! Your queries please.

Editor's Notes

  1. According to the father of Artificial Intelligence, John McCarthy, it is “The science and engineering of making intelligent machines, especially intelligent computer programs”. From SIRI and Google Assistant to self-driving autonomous cars, from IBM Watson’s language question answer machine to Chess Playing applications – AI is encompassing every domain South Korea Telecom has deployed TANGO, an AI-assisted network operation system with big data analytics and machine learning capabilities, on mobile networks to improve customer experience
  2. According to the father of Artificial Intelligence, John McCarthy, it is “The science and engineering of making intelligent machines, especially intelligent computer programs”. From SIRI and Google Assistant to self-driving autonomous cars, from IBM Watson’s language question answer machine to Chess Playing applications – AI is encompassing every domain South Korea Telecom has deployed TANGO, an AI-assisted network operation system with big data analytics and machine learning capabilities, on mobile networks to improve customer experience
  3. According to the father of Artificial Intelligence, John McCarthy, it is “The science and engineering of making intelligent machines, especially intelligent computer programs”. From SIRI and Google Assistant to self-driving autonomous cars, from IBM Watson’s language question answer machine to Chess Playing applications – AI is encompassing every domain South Korea Telecom has deployed TANGO, an AI-assisted network operation system with big data analytics and machine learning capabilities, on mobile networks to improve customer experience
  4. According to the father of Artificial Intelligence, John McCarthy, it is “The science and engineering of making intelligent machines, especially intelligent computer programs”. From SIRI and Google Assistant to self-driving autonomous cars, from IBM Watson’s language question answer machine to Chess Playing applications – AI is encompassing every domain South Korea Telecom has deployed TANGO, an AI-assisted network operation system with big data analytics and machine learning capabilities, on mobile networks to improve customer experience
  5. According to the father of Artificial Intelligence, John McCarthy, it is “The science and engineering of making intelligent machines, especially intelligent computer programs”. From SIRI and Google Assistant to self-driving autonomous cars, from IBM Watson’s language question answer machine to Chess Playing applications – AI is encompassing every domain South Korea Telecom has deployed TANGO, an AI-assisted network operation system with big data analytics and machine learning capabilities, on mobile networks to improve customer experience
  6. According to the father of Artificial Intelligence, John McCarthy, it is “The science and engineering of making intelligent machines, especially intelligent computer programs”. From SIRI and Google Assistant to self-driving autonomous cars, from IBM Watson’s language question answer machine to Chess Playing applications – AI is encompassing every domain South Korea Telecom has deployed TANGO, an AI-assisted network operation system with big data analytics and machine learning capabilities, on mobile networks to improve customer experience
  7. According to the father of Artificial Intelligence, John McCarthy, it is “The science and engineering of making intelligent machines, especially intelligent computer programs”. From SIRI and Google Assistant to self-driving autonomous cars, from IBM Watson’s language question answer machine to Chess Playing applications – AI is encompassing every domain South Korea Telecom has deployed TANGO, an AI-assisted network operation system with big data analytics and machine learning capabilities, on mobile networks to improve customer experience
  8. According to the father of Artificial Intelligence, John McCarthy, it is “The science and engineering of making intelligent machines, especially intelligent computer programs”. From SIRI and Google Assistant to self-driving autonomous cars, from IBM Watson’s language question answer machine to Chess Playing applications – AI is encompassing every domain South Korea Telecom has deployed TANGO, an AI-assisted network operation system with big data analytics and machine learning capabilities, on mobile networks to improve customer experience