Technical Sharing
The Process
ML Model
Customers' Inputs
Suggested
Treatments
Customers' Inputs
Questionnaire
E-Medical Records
Customers' Inputs
E-Medical Records
Sample Medical Record
Credits: beneficialholdings.info
Customers' Inputs
Questionnaire
Machine Learning Model
Classical
Deep Learning
Neuron
x
1
x
2
1
w
1
w
2
b
+
Y
Output of Neuron = Y =
x
1
w
1
*
x
2
w
2
*
+
+ b
Neural Network
Input
Node 1
Input
Node 2
Input
Node 3
Hidden
Node 1
Hidden
Node 2
Hidden
Node 3
Output
Node 1
Output
Node 2
Output
Node 3
Recurrent Neural Network
State
Input
Output
Recurrent Neural Network
State
Input
Output
State
Input
Output
State
Input
Output
time = t-1
time = t
time = t+1
A Closer Look at State
State
Input
Output
State
Decide what to forget
Forget and update state values
A Closer Look at Output
State
Input
Output
Output
Treatment A
Treatment B
Treatment C
Treatment D
A Closer Look at Output
Output
Treatment A
Treatment B
Treatment C
Treatment D
Treatment B
Institution 1
Institution 2
Institution 3
Institution 4