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Scope of Deep
Learning in
Cyber Security
Dr.S.Padma, Faculty
MITS, A.P.
Presentation Flow
– Cyber Security Evolution
– AI Driven Cyber Security
– Why to concentrate on cyber security?
– Machine Learning in Cyber
– Deep Learning for Cyber
– Risks in execution
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2
Cyber Security Evolution
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MITS, A.P.
3
Cyber Security Elements
3/14/2021
MITS, A.P.
4
The benefits of deep learning in
cyber security
– Predictions of unknown threats.
– Zero time prediction and detection.
– Zero time classification.
– Works across any device, operating system or file.
– Doesn’t rely on connection (edge deployment).
3/14/2021
MITS, A.P.
5
Growing prevalence of deep
learning in real-world solutions
– Computer vision: 98% deep learning, 2% traditional machine learning.
– Speech recognition: 80% deep learning, 20% traditional machine learning.
– Text understand: 65% deep learning, 35% traditional machine learning.
– Cyber security: 2% deep learning, 98% traditional machine learning.
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MITS, A.P.
6
3/14/2021
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7
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8
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9
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10
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11
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12
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13
Machine Learning
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14
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15
Password Guessing
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16
Machine Learning in Cyber
Security
– Finding Malicious Website
– Network Intrusion Detection
– Spam Filtering
– Trusting Application
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17
Deep Learning for Cyber
3/14/2021
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18
Deep Learning
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19
Deep Learning in Cyber Security
– Big Data and Fraud Detection
– Cloud Security
– Biometric Security
– Network Threats
3/14/2021
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20
3/14/2021
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21
Thank You
3/14/2021
MITS, A.P.
22

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Scope of deep learning