As more and more devices rely on data sharing, the Internet of Things (IoT) is rapidly expanding. Developing strong privacy and security protocols for these systems is critical, as devices, applications, and communication networks become increasingly integrated.

1. MACHINE
LEARNING
CAN SECURE THE
INTERNET OF THINGS
HOW

2. A s m o r e a n d m o r e d e v i c e s r e l y o n d a t a s h a r i n g , t h e I n t e r n e t o f
T h i n g s ( I o T ) i s r a p i d l y e x p a n d i n g . D e v e l o p i n g s t r o n g p r i v a c y a n d
s e c u r i t y p r o t o c o l s f o r t h e s e s y s t e m s i s c r i t i c a l , a s d e v i c e s ,
a p p l i c a t i o n s , a n d c o m m u n i c a t i o n n e t w o r k s b e c o m e i n c r e a s i n g l y
i n t e g r a t e d .
H o w e v e r , a s t h e s e s y s t e m s g r o w , c y b e r a t t a c k s o n t h e I o T a r e
b e c o m i n g i n c r e a s i n g l y c o m p l e x . T h e s e a t t a c k s o f t e n i n v o l v e
m a c h i n e l e a r n i n g , e a r n i n g t h e m s e l v e s t h e n a m e “ s m a r t a t t a c k s ” .
T h e s e c u r i t y s o l u t i o n s n e c e s s a r y t o c o m b a t t h e s e a t t a c k s a r e
c o m p u t a t i o n a l l y h e a v y a n d f r e q u e n t l y i n v o l v e a l a r g e
c o m m u n i c a t i o n l o a d . A d d i t i o n a l l y , d u e t o t h e i r r e l a t i v e l y s m a l l
c o m p u t a t i o n a l a b i l i t i e s , m a n y I o T d e v i c e s a r e m o r e v u l n e r a b l e t o
a t t a c k s t h a n c o m p u t e r s y s t e m s .

3. Despite the practical challenges of implementing effective security protocols in IoT devices,
the protection of user privacy and data remains critical. Machine learning-based
approaches have been used to implement important security systems, including IoT
authentication, access control, secure offloading, and malware detection methods. Let's
check out how we can keep it secured!

4. A u t h e n t i c a t e n e a r b y d e v i c e s
w h i l e s t i l l s e c u r i n g i n f o r m a t i o n
r e l a t e d t o t h e l o c a t i o n o f t h e
d e v i c e . D e e p l e a r n i n g
t e c h n i q u e s c a n b e u s e d t o
i m p r o v e t h e a u t h e n t i c a t i o n
a c c u r a c y s t i l l f a r t h e r , a l t h o u g h
t h e s e t e c h n i q u e s a r e m o r e
c o m p u t a t i o n a l l y i n t e n s i v e a n d
r e q u i r e g r e a t e r r e s o u r c e s .
IOT
AUTHENTICATION

5. W i t h a c c e s s c o n t r o l , I o T d e v i c e s
p r e v e n t t h e a c c e s s o f r e s o u r c e s
b y u n a u t h o r i z e d u s e r s .
A c c e s s c o n t r o l p r o t o c o l s c a n b e
d e v e l o p e d u s i n g m a c h i n e
l e a r n i n g t e c h n i q u e s a n d t h e n
e x e c u t e d i n t h e I o T d e v i c e s a s a
s i m p l e d e c i s i o n p r o c e s s . T h i s
t e c h n i q u e o f m a n a g i n g a c c e s s
c o n t r o l r e d u c e s t h e e n e r g y a n d
c o m p u t a t i o n a l p o w e r r e q u i r e d b y
t h e s y s t e m
ACCESS CONTROL

6. W i t h s e c u r e o f f l o a d i n g , I o T
d e v i c e s a r e a b l e t o u s e
e x t e r n a l , c l o u d - b a s e d
c o m p u t a t i o n a n d s t o r a g e
r e s o u r c e s f o r t a s k s t h a t
r e q u i r e h e a v y c o m p u t a t i o n a l
p o w e r o r f o r w h i c h l a t e n c y
m u s t b e m i n i m i z e d .
SECURE IOT
OFFLOADING

7. I o T d e v i c e s m u s t b e a b l e t o d e t e c t
m a l w a r e t o p r e v e n t t h r e a t s t o
s e c u r i t y a n d p e r f o r m a n c e .
S u p e r v i s e d l e a r n i n g t e c h n i q u e s c a n
b e u s e d i n I o T d e v i c e s t o d e t e c t
m a l w a r e b y i d e n t i f y i n g a t y p i c a l
b e h a v i o r .
I n o r d e r t o l i m i t t h e l o a d o n t h e I o T
d e v i c e a n d t o a c h i e v e f a s t e r
c o m p u t a t i o n a l s p e e d , t h i s m a l w a r e
d e t e c t i o n c a n a l s o b e o f f l o a d e d t o a
s e r v e r .
MALWARE DETECTION

8. OPEN HOUSE ON
MAY 3, 2019
D e s p i t e t h e c h a l l e n g e s o f
i m p l e m e n t i n g s e c u r i t y p r o t o c o l s i n I o T
d e v i c e s , m a c h i n e - l e a r n i n g t e c h n i q u e s
p r o v i d e a m e t h o d o f i m p l e m e n t i n g
i m p o r t a n t s e c u r i t y s y s t e m s s u c h a s
I o T a u t h e n t i c a t i o n , a c c e s s c o n t r o l ,
s e c u r e o f f l o a d i n g , a n d m a l w a r e
d e t e c t i o n s c h e m e s . M a c h i n e l e a r n i n g
t e c h n i q u e s m a y b e t h e k e y t o s e c u r i n g
t h e I o T .

9. THANKS!
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