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Machine Learning
Approach
to detect
Tumo
r
Amit Golder
201-15-3058
Marcel David
Baroi
201-15-3421
Tanvir Niaz
Khan
201-15-3593
Team
Dropout
A Machine Learning
Approach to Detect
Brain Tumor
Tanvir Niaz
Khan
201-15-3593
A brain tumor is a
mass or growth of
abnormal cells in
your brain
Introductio
n
Benign
Malignant
Types of Brain
Tumor
Static in Primary
Location
Do not
Spread
Benig
n
Not Static in Primary
Location
Spread
Maligna
nt
Benign Non-
Cancerous
Malignant Cancerou
s
1.8 Million
affected with
Primary Brain
Tumor
USA
Survival Rate
36
%
18,20
0
will
Die
Detect Brain Tumors at
primary stage
Objective
s
Marcel David
Baroi
ID: 201-15-
3421
Paper Review
Motivatio
n
CNN
RNN
ANN
Random
Forest
Decision Tree
Motivatio
n
VGG-19
ResNet
Motivatio
n
Motivatio
n
Deep
Transfer
Learning
Algorithm'
s
Motivatio
n
MobileNet
Inception
V3
ResNet-50
MRI
CT
Scan
Dataset
Description
Kaggl
e
Motivatio
n
3000
image
Dataset
Description
Train
Test
Validatio
n
Dataset
Description
768 x 768
pixels
Dataset
Description
Start
End
Data Preprocessing
Data Split
Validation
Basic Algorithm
ResNet-50
MobileNet
Inception V3 Performance Evolution
Performance Compare
Detection
Train Test
Input
Proposed
Model
Amit
Golder
201-15-
3058
Inception
v3:
MobileN
et
ResNet5
0
Result and Accuracy
Inception V3 98%
MobileNet
97.67%
ResNet 50
75.17%
Thank you for
watching

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