5. 5
Genomics
What is the functional form?
How do we investigate these relationships?
Can we take advantage of the exponential growth of genomic data?
A, C, G, T
20,500 genes in
human body
6. 6
Genomics : Genotype
Phenotype = Genotype + Environment
Traits
Diseases
Behaviors
…
Gene sequence
SNP’s
Expression data
…
Diet, smoking, drugs, …
Insults and injuries
Exposures
…
Perform
Controlled
Experiments?
Unethical using
human
subjects!!!
OK on rats.
18. Tele Health Solution
Web RTC based solution
Deep Learning Based &
Voice
Historical Data :
prediction and
identifying patterns
Neural Network
Algorithms are used
• Image Processing and Natural
Language
• Voice assistants conversing with
the User
Visualization
Data Access
Layer
Personalizati
on
Recommendati
on Engine
Transaction
Engine
Wallet
Curator
Loyalty
Mgmt
CMS
Integration
OCR
Learning
Platform
Podca
st
Vide
o
Service
IOT
Voice
Event
Hostin
g
Internet
Data Sources
Fact
Checke
r
Payment
Gateway
eLearnin
g
Poll
s
Surve
ys
Gamificati
on
Cases
Digital
Pen
IOT
Gateway
Insights
Plugins
Extension
s
Knowledge
Engine
19. Doctor Community Platform
Users Notifications
Groups
Content
Moderation
Recommendations
Events
Products
Services
Discussions
Audio & Video Chats
Polls
Gamification
News
Blogs
Employees
Partners
Vendors
Customers
Product
Reviews
Knowledge Graph
Social
Interactions
Group
Discussions
Survey
s
Careers
Courses
Wallet
27. input
data output
Simple Feed-Forward Network
...
...
sigma-pi
step
function
weights
perceptron
output
Perceptron
Image consisting
of pixels and
greyscale intensity
ranges from 0 to
255 and weighted
average is
measured by the
Perceptron
32. Image Recognition
Image Pixels
Pixel
Value
Color
Depth
Grey Scale
Intensity
CNN
Layers
Convolution
Rectified
linear
unit (ReLu)
Pooling
Fully
Connected
Keras pre-
trained
CNNs
Xception
VGG16
VGG19
ResNet
50
InceptionV3
InceptionR
esNetV2
Mobile
Net
Dense
Net
NASNet
Mobile
NetV2
Features
Extraction
33. Atelectasis 192
Cardiomegaly 50
Consolidation 72
Edema 41
Effusion 203
Emphysema 42
Fibrosis 38
Hernia 5
Infiltration 503
Mass 99
No Finding 3044
Nodule 144
Pleural_Thickening 65
Pneumonia 14
Pneumothorax 114
Total Result 5606
Atelectasis
Pneumothorax
Lung Disease Analysis
Gender : Male, Female
Xray Position: Frontal , Back, Side
34. Lung Disease – Deep Learning
Training
Testing
Validation
Normal
Infection
by Virus
Infection
by Bacteria
True
Positive
False
Positive
False
Negative
False
Positive
Actual
P
r
e
d
i
c
t
e
d
Precision = True Positive/Actual Results
Recall = True Positive/Predicted Results
Accuracy = (True Positive + True Negative)/Total
Actual Results = True Positive + False Positive
Predicted Results = True Positive + False Negative
CNN
Scale
Shift
Rotate
Salt and
Pepper noise
Flip
35. Total params: 12,167,424
Trainable params: 12,167,424
Non-trainable params: 0
Precision: 0.734694 %
Recall: 0.073022 %
Fscore: 0.261248 %
Convolutional Neural Network Results
Training Data Bias = Average Predicted Value - Average Actual Value
41. AI Platform – IOT Architecture
Cloud IOT Devices
Heart Rate
Temperature
Light Water Leaks
Humidity
Sound
Proximity
Accelerometer
Smart Phone
Orientation
Lifetime
Pendant
Service
Service
Service
Service
G
A
T
E
W
A
Y
API Gateway
Patients
Doctors
53. Semantic
Analysis
Grammatical relationships between words and phrases
John hit the ball
object
subject
modifier
Dependency parse
Positive
Good
Great
Fantastic
Excellent
Friendly
Awesome
Spectacular
Negative
Bad
Worse
Issue
Loss
Awful
Problem
Bogus
Full parse
Entity Extraction, Fact
Discovery, Intent &
Sentiment
Feeds
Text Miner
Blogs, News verb
Named Entity
Recognition
54. Voice Assistants
Show us the patient’s report !
Search for patients
generated report !
Search Results
HTTP(S)
Google DialogFlow
Request
Response
56. Speaker Recognition
Template Based word
Recognition
Continuous Speech
Recognition
Neural Network
Based Recognition
Analysis Feature Extraction
Extraction Modelling Testing
57. Speech Types
Isolated Words Connected Words Spontaneous Speech
Simple Sentence
Complex Sentence
is
John going to fall
Although John was wealthy, he
67. Discovery
Smart &Automatic Data
Profiling
Built-in Transformation
Capabilities
Modern Visualisations
Fully Integrated with the Most
Robust Framework
Distributions on the Market
Explore and Profile all Datasets
in the Data Lake
Notas do Editor
Peter Szolovits -- AI Applications in Medicine
Peter Szolovits -- AI Applications in Medicine
Peter Szolovits -- AI Applications in Medicine
Peter Szolovits -- AI Applications in Medicine
Peter Szolovits -- AI Applications in Medicine
Book consultations online (Video/Audio)
Get medicines delivered
Book diagnosis tests
Set reminders for medicines
Ask questions to experts
Add and save medical records
View appointments and diagnosis history
View chat history and order history
Add and view family members
View and update profile
Read articles and share them
+…”What Has Happened Before”
+… “What I Have Seen Before”
Diarisation is partitioning an audio stream into homogeneous segments based on the speaker identity. Speech synthesis is a output form of speech e.g.,text-to-speech (TTS).