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Sensitivity: Internal & Restricted
Fuelingbusinesstransformationwith AI&ML
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If I asked you…
“How important is it for your company to invest in Machine Learning and AI?”
What we often hear:
“We’re not a Machine Learning company.”
”They’re not central to our business.”
“We have more important topics to address
Sensitivity: Internal & Restricted
Now, if I asked you…
“How important is it for your organization to build better products and deliver a
better customer experience?”
We always hear:
“This is our number one priority.”.”
But isn’t this the same question, really?
Sensitivity: Internal & Restricted
Rate of technology adoption
and change is
accelerating
Technology has become an
existential need of an
organization
Broader innovation ecosystem
is essential for an organization
to sustain and thrive
TheRealityofBusinessestoday
Dealing with
volatility,
uncertainty,
complexity and
ambiguity and
…. yet need to grow with velocity
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Wewillcover…
1. WhyshouldIembarkthisjourney?
2. Howareothersacrossindustriesalreadybenefitted?
3. HowcanIonboardthistransformationflight?
Sensitivity: Internal & Restricted
Moredatathanever?Howdoweuseit?
Better
Analytics
Better
Outcomes
More
Applicants
More Data
When a machine mimics "cognitive" functions that we associate with other humans, such as "learning“ and
"problem solving".
DefiningAI
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AIisthenewNORMAL
$ 80 Tn $ 112 Tn
AI
$15.7 Tn
2018
WW GDP
2030
Projected
WW GDP
14% of
human productivity
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AIisnotjustPREDICTION….itsalotmorethanthat
Supervised Learning
Get better at
finding the
TARGET
Un-Supervised Learning
Assume Nothing,
Question Everything
Bad Action Penalty Good Action
Reward
Reinforcement Learning
Reinforcing Good actions
with REWARDS to
maximize high
performing behavior.
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HowcompaniesareleveragingAI&ML?
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Wewillcover…
1. WhyshouldIembarkthisjourney?
2. Howareothersacrossindustriesalreadybenefitting?
3. HowcanIonboardthistransformationflight?
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RETAIL
PLANOGRAMS
PLANOGRAM MODELING IN RETAIL INDUSTRY
Retail and consumer product companies have begun to realize that the traditional approach has its limitations and needs to be
reimagined in a rapidly evolving and highly competitive market. That said, artificial intelligence (AI) and machine learning (ML)
have started playing a critical role in the planogram assortment by helping to rank and recommend the products to maximize
sales.
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E
C
O
M
M
E
R
C
E
INVENTORY & DISPATCH MANAGEMENT BOT
An AI based automation which processes huge
information to optimize and assemble deliveries for the
company which are cost effective and efficient
VIRTUAL DELIVERY AGENT BOT
AI enabled drone which can read the order address,
navigate itself to the address, validate the recipient's
identity , collect the payment and deliver the order using
no human intervention
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FITNESS
INDUSTRY
USING BODY LANDMARKS & HUMAN POSE DETECTION IN FITNESS INDUSTRY
• Health & Fitness industry have begun to realize that the traditional approaches to manage customer base training & goals
would not work anymore.
• Pose estimation from video plays a critical role enabling the overlay of digital content and information on top of the
physical world in augmented reality, sign language recognition, full-body gesture control, and even quantifying physical
exercises, where it can form the basis for yoga, dance, and fitness applications.
• Pose estimation for fitness applications is particularly challenging due to the wide variety of possible poses (e.g., hundreds
of yoga asanas), numerous degrees of freedom, occlusions (example the body or other objects occlude limbs as seen from
the camera), and a variety of appearances or outfits.
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ENTERTAINMENT
CONTENT ARCHIVAL USING VISION BASED SERVICES
Major European Football league leveraged face, player details and emotion, action detection using AI vision based services to
carefully archive 15 years of football legacy data, which is one of most distinctive databases on the planet. Infact, AI-generated
metadata helps in transforming this library into a treasure trove of helpful content.
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S
E
L
F
D
R
I
V
I
N
G
C
A
R
S
DRIVER ACTION PREDICTION & ALERTING SYSTEMS
This new method can predict driver actions up to 2 seconds ahead, which is an
adequate amount of time for drivers to react in emergency situations
1. Data is collected from sensors and devices installed inside and outside the
vehicle including two cameras, a GPS module, an Onboard Diagnostics-II
interface
2. Data is preprocessed with a Convolutional Neural Network-based (CNN)
computer vision model to extract facial movements and rotation, filtered
and selected with the Classification and Regression Tree (CART), and
modeled with a Recurrent Neural Network with Long Short-Term Memory
(RNN-LSTM)
ADVANCED DRIVER ASSISTANCE SYSTEMS
AI enabled electronic systems that assist drivers in driving
and parking functions. Through a safe human-machine
interface, ADAS increase car and road safety. It assists
drivers through
• Lane Departure Warning Systems
• Forward Collision Warning Systems
• Traffic Sign Recognition System
• Night Vision and Pedestrian Detection
• Tire Pressure Monitoring Systems (TMPS)
• Parking Assistance Systems
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FASHION
ADVERTISING
VIDEO & AUDIO SYNTHESIS THROUGH DEEPFAKE
Advances in technology have made it harder to distinguish between real and fabricated media. As Covid-19
lockdowns restrict in-person activities, and advertisers explore digital technologies, deepfakes have significant
potential for experiential marketing. Face-swapping technology, which once took weeks to execute, can now
be completed in minutes with a result that is “Hollywood quality”
Seeingmightbedeceiving….
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…thenexttimeyourgrandmotheraskswhenyou're
goingtosettledownwithsomeonenice….
thispersondoesnotexist.com
The website, which was created by an Uber
software engineer, utilizes a
complicated artificial intelligence
algorithm developed by the American
technology company NVIDIA Corporation.
They call it a “generative adversarial
network,” or GAN for short. It was trained
using tens of thousands of online photos.
Generates a new lifelike image each
time the page is refreshed !
DIGITAL AVATARS
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H
E
A
L
T
H
C
A
R
E
X-RAY AND REPORTS – VIRTUAL ASSISTANTS
AI based automation bot which can scan the X-ray or
other medical reports and deliver the root cause of the
problem. Recommend the patients of analysis of human
professionals
VIRTUAL NURSE
An AI based bot which can monitor the patients situation
24 X 7 and provide with help on lifting of bed , reminding
medicine, paging hospital staff , taking overall care of a
patient needs.
Sensitivity: Internal & Restricted
ANAMOLY
DETECTION
QUALITY CONTROL & ANAMOLY DETECTION SERVICES
ComputerVision is transforming the retail industry with cutting-edge AI-powered solutions like Visual Quality
Inspection, AI-Augmented Surveillance, Automated InvoiceProcessing, and many more.
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EDUCATION
TECH
AI BASED STUDENT ENROLLMENT SERVICES
Optimizing the enrollment cycle in higher education. AI-powered virtualagents, document processing solutions, and data
visualization dashboards, etc. that helped to improve the overall student experience as well as enable educational institutions
to be more efficient
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P
U
B
L
I
C
R
E
L
A
T
I
O
N
S
SOCIAL MEDIA SENTIMENT ANALYTICS
AI based technique used to find out important sentiments from
the social media posts and images . This data could be used for
marketing and campaign planning to make public speeches and
actions according to the received sentiments and overturn the
public image
Sensitivity: Internal & Restricted
D
I
D
Y
O
U
K
N
O
W?
AI AUTOMATION AT SARVANA BHAVAN
Sarvana Bhavan are a chain of Indian restaurants which are
leveraging the AI Computer vision based solution to keep a
check on mask VS unmasked employees and also to look at
optimizing operational efficiencies around table utilization and
climate control to maximize customer comfort and minimize
customer wait times
“Customer safety is paramount for us at our dine-in restaurant and the AI solutions is going to help us achieve that goal,”
…..said Naga Kolli of Saravana Bhavan.“
Sensitivity: Internal & Restricted
Wewillcover…
1. WhyshouldIembarkthisjourney?
2. Howareothersacrossindustriesalreadybenefitting?
3. HowcanIonboardthistransformationflight?
Sensitivity: Internal & Restricted
Case
in
Point
AI POWERED
MEDIA
CONTENT
LOCALIZATION
 Conformance – frame-level alignment of audio,
video, subtitles/cc.
 Compliance – platform distribution requirements,
audience ratings, edits of explicit portions, product
placements
 Translation & Dubbing – dubbing & voiceovers,
generating subtitles & closed captions)
 Remastering & Upscaling – (Improving content
quality, colorization, upscaling low-resolution
content, and preventing video degradation)
DrivingTransformationforanAmericanmassmediaandentertainmentconglomerate
Audio , Subtitle conformance & closed captioning
One Voice, Many Languages
Lips Sync, Dubbing, Compliance
• 4x creative bandwidth of editors
• 35% reduction in non-conformance,
picture quality and other postproduction
issues
• Considerable speed & accuracy for
localised content
• Infrastructure & platform agnostic solution
• 50% reduction in orders lost in the
programming rotation quickly without fast
edits
Generative AI
Deepfake
Speech & Vision
Sensitivity: Internal & Restricted
Challengesthathaveso-farpreventedorganizationsfrom
adoptingMachineLearningquickly?
Sensitivity: Internal & Restricted
START
EARLY,
ACHIEVE
FAST
Sensitivity: Internal & Restricted
TECHNOLOGYOPTIONSACROSSAI&MLSTACK
Sensitivity: Internal & Restricted
THANK YOU
Rohit Handa
AVP, Wipro Ltd.
+91-9810182936
https://www.linkedin.com/in/rohit-handa-46b0b292/

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Agile Network India | Fueling Business Transformation with AI & ML | Rohit Handa

  • 1. Sensitivity: Internal & Restricted Fuelingbusinesstransformationwith AI&ML
  • 2. Sensitivity: Internal & Restricted If I asked you… “How important is it for your company to invest in Machine Learning and AI?” What we often hear: “We’re not a Machine Learning company.” ”They’re not central to our business.” “We have more important topics to address
  • 3. Sensitivity: Internal & Restricted Now, if I asked you… “How important is it for your organization to build better products and deliver a better customer experience?” We always hear: “This is our number one priority.”.” But isn’t this the same question, really?
  • 4. Sensitivity: Internal & Restricted Rate of technology adoption and change is accelerating Technology has become an existential need of an organization Broader innovation ecosystem is essential for an organization to sustain and thrive TheRealityofBusinessestoday Dealing with volatility, uncertainty, complexity and ambiguity and …. yet need to grow with velocity
  • 5. Sensitivity: Internal & Restricted Wewillcover… 1. WhyshouldIembarkthisjourney? 2. Howareothersacrossindustriesalreadybenefitted? 3. HowcanIonboardthistransformationflight?
  • 6. Sensitivity: Internal & Restricted Moredatathanever?Howdoweuseit? Better Analytics Better Outcomes More Applicants More Data When a machine mimics "cognitive" functions that we associate with other humans, such as "learning“ and "problem solving". DefiningAI
  • 7. Sensitivity: Internal & Restricted AIisthenewNORMAL $ 80 Tn $ 112 Tn AI $15.7 Tn 2018 WW GDP 2030 Projected WW GDP 14% of human productivity
  • 8. Sensitivity: Internal & Restricted AIisnotjustPREDICTION….itsalotmorethanthat Supervised Learning Get better at finding the TARGET Un-Supervised Learning Assume Nothing, Question Everything Bad Action Penalty Good Action Reward Reinforcement Learning Reinforcing Good actions with REWARDS to maximize high performing behavior.
  • 9. Sensitivity: Internal & Restricted HowcompaniesareleveragingAI&ML?
  • 10. Sensitivity: Internal & Restricted Wewillcover… 1. WhyshouldIembarkthisjourney? 2. Howareothersacrossindustriesalreadybenefitting? 3. HowcanIonboardthistransformationflight?
  • 11. Sensitivity: Internal & Restricted RETAIL PLANOGRAMS PLANOGRAM MODELING IN RETAIL INDUSTRY Retail and consumer product companies have begun to realize that the traditional approach has its limitations and needs to be reimagined in a rapidly evolving and highly competitive market. That said, artificial intelligence (AI) and machine learning (ML) have started playing a critical role in the planogram assortment by helping to rank and recommend the products to maximize sales.
  • 12. Sensitivity: Internal & Restricted E C O M M E R C E INVENTORY & DISPATCH MANAGEMENT BOT An AI based automation which processes huge information to optimize and assemble deliveries for the company which are cost effective and efficient VIRTUAL DELIVERY AGENT BOT AI enabled drone which can read the order address, navigate itself to the address, validate the recipient's identity , collect the payment and deliver the order using no human intervention
  • 13. Sensitivity: Internal & Restricted FITNESS INDUSTRY USING BODY LANDMARKS & HUMAN POSE DETECTION IN FITNESS INDUSTRY • Health & Fitness industry have begun to realize that the traditional approaches to manage customer base training & goals would not work anymore. • Pose estimation from video plays a critical role enabling the overlay of digital content and information on top of the physical world in augmented reality, sign language recognition, full-body gesture control, and even quantifying physical exercises, where it can form the basis for yoga, dance, and fitness applications. • Pose estimation for fitness applications is particularly challenging due to the wide variety of possible poses (e.g., hundreds of yoga asanas), numerous degrees of freedom, occlusions (example the body or other objects occlude limbs as seen from the camera), and a variety of appearances or outfits.
  • 14. Sensitivity: Internal & Restricted ENTERTAINMENT CONTENT ARCHIVAL USING VISION BASED SERVICES Major European Football league leveraged face, player details and emotion, action detection using AI vision based services to carefully archive 15 years of football legacy data, which is one of most distinctive databases on the planet. Infact, AI-generated metadata helps in transforming this library into a treasure trove of helpful content.
  • 15. Sensitivity: Internal & Restricted S E L F D R I V I N G C A R S DRIVER ACTION PREDICTION & ALERTING SYSTEMS This new method can predict driver actions up to 2 seconds ahead, which is an adequate amount of time for drivers to react in emergency situations 1. Data is collected from sensors and devices installed inside and outside the vehicle including two cameras, a GPS module, an Onboard Diagnostics-II interface 2. Data is preprocessed with a Convolutional Neural Network-based (CNN) computer vision model to extract facial movements and rotation, filtered and selected with the Classification and Regression Tree (CART), and modeled with a Recurrent Neural Network with Long Short-Term Memory (RNN-LSTM) ADVANCED DRIVER ASSISTANCE SYSTEMS AI enabled electronic systems that assist drivers in driving and parking functions. Through a safe human-machine interface, ADAS increase car and road safety. It assists drivers through • Lane Departure Warning Systems • Forward Collision Warning Systems • Traffic Sign Recognition System • Night Vision and Pedestrian Detection • Tire Pressure Monitoring Systems (TMPS) • Parking Assistance Systems
  • 16. Sensitivity: Internal & Restricted FASHION ADVERTISING VIDEO & AUDIO SYNTHESIS THROUGH DEEPFAKE Advances in technology have made it harder to distinguish between real and fabricated media. As Covid-19 lockdowns restrict in-person activities, and advertisers explore digital technologies, deepfakes have significant potential for experiential marketing. Face-swapping technology, which once took weeks to execute, can now be completed in minutes with a result that is “Hollywood quality” Seeingmightbedeceiving….
  • 17. Sensitivity: Internal & Restricted …thenexttimeyourgrandmotheraskswhenyou're goingtosettledownwithsomeonenice…. thispersondoesnotexist.com The website, which was created by an Uber software engineer, utilizes a complicated artificial intelligence algorithm developed by the American technology company NVIDIA Corporation. They call it a “generative adversarial network,” or GAN for short. It was trained using tens of thousands of online photos. Generates a new lifelike image each time the page is refreshed ! DIGITAL AVATARS
  • 18. Sensitivity: Internal & Restricted H E A L T H C A R E X-RAY AND REPORTS – VIRTUAL ASSISTANTS AI based automation bot which can scan the X-ray or other medical reports and deliver the root cause of the problem. Recommend the patients of analysis of human professionals VIRTUAL NURSE An AI based bot which can monitor the patients situation 24 X 7 and provide with help on lifting of bed , reminding medicine, paging hospital staff , taking overall care of a patient needs.
  • 19. Sensitivity: Internal & Restricted ANAMOLY DETECTION QUALITY CONTROL & ANAMOLY DETECTION SERVICES ComputerVision is transforming the retail industry with cutting-edge AI-powered solutions like Visual Quality Inspection, AI-Augmented Surveillance, Automated InvoiceProcessing, and many more.
  • 20. Sensitivity: Internal & Restricted EDUCATION TECH AI BASED STUDENT ENROLLMENT SERVICES Optimizing the enrollment cycle in higher education. AI-powered virtualagents, document processing solutions, and data visualization dashboards, etc. that helped to improve the overall student experience as well as enable educational institutions to be more efficient
  • 21. Sensitivity: Internal & Restricted P U B L I C R E L A T I O N S SOCIAL MEDIA SENTIMENT ANALYTICS AI based technique used to find out important sentiments from the social media posts and images . This data could be used for marketing and campaign planning to make public speeches and actions according to the received sentiments and overturn the public image
  • 22. Sensitivity: Internal & Restricted D I D Y O U K N O W? AI AUTOMATION AT SARVANA BHAVAN Sarvana Bhavan are a chain of Indian restaurants which are leveraging the AI Computer vision based solution to keep a check on mask VS unmasked employees and also to look at optimizing operational efficiencies around table utilization and climate control to maximize customer comfort and minimize customer wait times “Customer safety is paramount for us at our dine-in restaurant and the AI solutions is going to help us achieve that goal,” …..said Naga Kolli of Saravana Bhavan.“
  • 23. Sensitivity: Internal & Restricted Wewillcover… 1. WhyshouldIembarkthisjourney? 2. Howareothersacrossindustriesalreadybenefitting? 3. HowcanIonboardthistransformationflight?
  • 24. Sensitivity: Internal & Restricted Case in Point AI POWERED MEDIA CONTENT LOCALIZATION  Conformance – frame-level alignment of audio, video, subtitles/cc.  Compliance – platform distribution requirements, audience ratings, edits of explicit portions, product placements  Translation & Dubbing – dubbing & voiceovers, generating subtitles & closed captions)  Remastering & Upscaling – (Improving content quality, colorization, upscaling low-resolution content, and preventing video degradation) DrivingTransformationforanAmericanmassmediaandentertainmentconglomerate Audio , Subtitle conformance & closed captioning One Voice, Many Languages Lips Sync, Dubbing, Compliance • 4x creative bandwidth of editors • 35% reduction in non-conformance, picture quality and other postproduction issues • Considerable speed & accuracy for localised content • Infrastructure & platform agnostic solution • 50% reduction in orders lost in the programming rotation quickly without fast edits Generative AI Deepfake Speech & Vision
  • 25. Sensitivity: Internal & Restricted Challengesthathaveso-farpreventedorganizationsfrom adoptingMachineLearningquickly?
  • 26. Sensitivity: Internal & Restricted START EARLY, ACHIEVE FAST
  • 27. Sensitivity: Internal & Restricted TECHNOLOGYOPTIONSACROSSAI&MLSTACK
  • 28. Sensitivity: Internal & Restricted THANK YOU Rohit Handa AVP, Wipro Ltd. +91-9810182936 https://www.linkedin.com/in/rohit-handa-46b0b292/