SlideShare a Scribd company logo
1 of 7
Abdul Samadh and Madhusoodhana Chari S
With the growing adoption of encrypted traffic, Encrypted Network Traffic
Classification of different sorts has been very pivotal to network management,
visibility and security. With scaling networks and network usage the
continuous monitoring of networks has become very important.
We observe the flow statistical properties from the packet header. We
specifically propose using a residual network to treat statistical network data as
images and perform classification.
 Solves the vanishing gradient problem in deep
neural networks.
 Deeper neural networks are better at classifying
highly complex data.
 Gives us a general classification framework with
networking traffic modelling instead of using
specific models for specific use cases.
 Ability to model complex non-linear relations
and achieve more expressiveness and
generalization.
 Better scalability
00000000 00000000 00000000 00101101
00000000 00000000 00000000 00000011
00000000 00000000 10010111 10100111
00000000 00000000 10101001 00000101
00000000 00000000 00000000 00000001
00000000 00000000 00000000 01001011
Machine learning for encrypted traffic using restnet
Machine learning for encrypted traffic using restnet

More Related Content

Similar to Machine learning for encrypted traffic using restnet

Security in Software Defined Networks (SDN): Challenges and Research Opportun...
Security in Software Defined Networks (SDN): Challenges and Research Opportun...Security in Software Defined Networks (SDN): Challenges and Research Opportun...
Security in Software Defined Networks (SDN): Challenges and Research Opportun...Editor IJCATR
 
Optimizing On Demand Weight -Based Clustering Using Trust Model for Mobile Ad...
Optimizing On Demand Weight -Based Clustering Using Trust Model for Mobile Ad...Optimizing On Demand Weight -Based Clustering Using Trust Model for Mobile Ad...
Optimizing On Demand Weight -Based Clustering Using Trust Model for Mobile Ad...ijasuc
 
leewayhertz.com-AI in networking Redefining digital connectivity and efficien...
leewayhertz.com-AI in networking Redefining digital connectivity and efficien...leewayhertz.com-AI in networking Redefining digital connectivity and efficien...
leewayhertz.com-AI in networking Redefining digital connectivity and efficien...KristiLBurns
 
Improvements for DMM in SDN and Virtualization-Based Mobile Network Architecture
Improvements for DMM in SDN and Virtualization-Based Mobile Network ArchitectureImprovements for DMM in SDN and Virtualization-Based Mobile Network Architecture
Improvements for DMM in SDN and Virtualization-Based Mobile Network Architectureijmnct
 
IMPROVEMENTS FOR DMM IN SDN AND VIRTUALIZATION-BASED MOBILE NETWORK ARCHITECTURE
IMPROVEMENTS FOR DMM IN SDN AND VIRTUALIZATION-BASED MOBILE NETWORK ARCHITECTUREIMPROVEMENTS FOR DMM IN SDN AND VIRTUALIZATION-BASED MOBILE NETWORK ARCHITECTURE
IMPROVEMENTS FOR DMM IN SDN AND VIRTUALIZATION-BASED MOBILE NETWORK ARCHITECTUREijmnct
 
IMPROVEMENTS FOR DMM IN SDN AND VIRTUALIZATION-BASED MOBILE NETWORK ARCHITECTURE
IMPROVEMENTS FOR DMM IN SDN AND VIRTUALIZATION-BASED MOBILE NETWORK ARCHITECTUREIMPROVEMENTS FOR DMM IN SDN AND VIRTUALIZATION-BASED MOBILE NETWORK ARCHITECTURE
IMPROVEMENTS FOR DMM IN SDN AND VIRTUALIZATION-BASED MOBILE NETWORK ARCHITECTUREijmnct
 
List Other Types Of Attacks
List Other Types Of AttacksList Other Types Of Attacks
List Other Types Of AttacksKimberly Brooks
 
Reliable and Efficient Routing in WLAN
Reliable and Efficient Routing in WLANReliable and Efficient Routing in WLAN
Reliable and Efficient Routing in WLANijtsrd
 
Performance and Simulation Study of TheProposed Direct, Indirect Trust Distri...
Performance and Simulation Study of TheProposed Direct, Indirect Trust Distri...Performance and Simulation Study of TheProposed Direct, Indirect Trust Distri...
Performance and Simulation Study of TheProposed Direct, Indirect Trust Distri...CSEIJJournal
 
Performance and Simulation Study of TheProposed Direct, Indirect Trust Distri...
Performance and Simulation Study of TheProposed Direct, Indirect Trust Distri...Performance and Simulation Study of TheProposed Direct, Indirect Trust Distri...
Performance and Simulation Study of TheProposed Direct, Indirect Trust Distri...cseij
 
SEAD: Source Encrypted Authentic Data for Wireless Sensor Networks
SEAD: Source Encrypted Authentic Data for Wireless Sensor NetworksSEAD: Source Encrypted Authentic Data for Wireless Sensor Networks
SEAD: Source Encrypted Authentic Data for Wireless Sensor NetworksIJERD Editor
 
Framework for wireless network security using quantum cryptography
Framework for wireless network security using quantum cryptographyFramework for wireless network security using quantum cryptography
Framework for wireless network security using quantum cryptographyIJCNCJournal
 
ATMC: Anonymity and Trust Management Scheme Applied to Clustered Wireless Sen...
ATMC: Anonymity and Trust Management Scheme Applied to Clustered Wireless Sen...ATMC: Anonymity and Trust Management Scheme Applied to Clustered Wireless Sen...
ATMC: Anonymity and Trust Management Scheme Applied to Clustered Wireless Sen...IDES Editor
 
Data Prevention from Network Hacking
Data Prevention from Network HackingData Prevention from Network Hacking
Data Prevention from Network Hackingijtsrd
 
Weighted Coefficient Firefly Optimization Algorithm and Support Vector Machin...
Weighted Coefficient Firefly Optimization Algorithm and Support Vector Machin...Weighted Coefficient Firefly Optimization Algorithm and Support Vector Machin...
Weighted Coefficient Firefly Optimization Algorithm and Support Vector Machin...IJCNCJournal
 
WEIGHTED COEFFICIENT FIREFLY OPTIMIZATION ALGORITHM AND SUPPORT VECTOR MACHIN...
WEIGHTED COEFFICIENT FIREFLY OPTIMIZATION ALGORITHM AND SUPPORT VECTOR MACHIN...WEIGHTED COEFFICIENT FIREFLY OPTIMIZATION ALGORITHM AND SUPPORT VECTOR MACHIN...
WEIGHTED COEFFICIENT FIREFLY OPTIMIZATION ALGORITHM AND SUPPORT VECTOR MACHIN...IJCNCJournal
 
Mathematical Modeling of Security Issues of WLAN’s using Space Time Processin...
Mathematical Modeling of Security Issues of WLAN’s using Space Time Processin...Mathematical Modeling of Security Issues of WLAN’s using Space Time Processin...
Mathematical Modeling of Security Issues of WLAN’s using Space Time Processin...IJCSIS Research Publications
 
Secure Data Aggregation Of Wireless Sensor Networks
Secure Data Aggregation Of Wireless Sensor NetworksSecure Data Aggregation Of Wireless Sensor Networks
Secure Data Aggregation Of Wireless Sensor NetworksAmy Moore
 
IRJET- Survey on SDN based Network Intrusion Detection System using Machi...
IRJET-  	  Survey on SDN based Network Intrusion Detection System using Machi...IRJET-  	  Survey on SDN based Network Intrusion Detection System using Machi...
IRJET- Survey on SDN based Network Intrusion Detection System using Machi...IRJET Journal
 

Similar to Machine learning for encrypted traffic using restnet (20)

Security in Software Defined Networks (SDN): Challenges and Research Opportun...
Security in Software Defined Networks (SDN): Challenges and Research Opportun...Security in Software Defined Networks (SDN): Challenges and Research Opportun...
Security in Software Defined Networks (SDN): Challenges and Research Opportun...
 
Optimizing On Demand Weight -Based Clustering Using Trust Model for Mobile Ad...
Optimizing On Demand Weight -Based Clustering Using Trust Model for Mobile Ad...Optimizing On Demand Weight -Based Clustering Using Trust Model for Mobile Ad...
Optimizing On Demand Weight -Based Clustering Using Trust Model for Mobile Ad...
 
leewayhertz.com-AI in networking Redefining digital connectivity and efficien...
leewayhertz.com-AI in networking Redefining digital connectivity and efficien...leewayhertz.com-AI in networking Redefining digital connectivity and efficien...
leewayhertz.com-AI in networking Redefining digital connectivity and efficien...
 
Improvements for DMM in SDN and Virtualization-Based Mobile Network Architecture
Improvements for DMM in SDN and Virtualization-Based Mobile Network ArchitectureImprovements for DMM in SDN and Virtualization-Based Mobile Network Architecture
Improvements for DMM in SDN and Virtualization-Based Mobile Network Architecture
 
IMPROVEMENTS FOR DMM IN SDN AND VIRTUALIZATION-BASED MOBILE NETWORK ARCHITECTURE
IMPROVEMENTS FOR DMM IN SDN AND VIRTUALIZATION-BASED MOBILE NETWORK ARCHITECTUREIMPROVEMENTS FOR DMM IN SDN AND VIRTUALIZATION-BASED MOBILE NETWORK ARCHITECTURE
IMPROVEMENTS FOR DMM IN SDN AND VIRTUALIZATION-BASED MOBILE NETWORK ARCHITECTURE
 
IMPROVEMENTS FOR DMM IN SDN AND VIRTUALIZATION-BASED MOBILE NETWORK ARCHITECTURE
IMPROVEMENTS FOR DMM IN SDN AND VIRTUALIZATION-BASED MOBILE NETWORK ARCHITECTUREIMPROVEMENTS FOR DMM IN SDN AND VIRTUALIZATION-BASED MOBILE NETWORK ARCHITECTURE
IMPROVEMENTS FOR DMM IN SDN AND VIRTUALIZATION-BASED MOBILE NETWORK ARCHITECTURE
 
List Other Types Of Attacks
List Other Types Of AttacksList Other Types Of Attacks
List Other Types Of Attacks
 
Reliable and Efficient Routing in WLAN
Reliable and Efficient Routing in WLANReliable and Efficient Routing in WLAN
Reliable and Efficient Routing in WLAN
 
Atul
AtulAtul
Atul
 
Performance and Simulation Study of TheProposed Direct, Indirect Trust Distri...
Performance and Simulation Study of TheProposed Direct, Indirect Trust Distri...Performance and Simulation Study of TheProposed Direct, Indirect Trust Distri...
Performance and Simulation Study of TheProposed Direct, Indirect Trust Distri...
 
Performance and Simulation Study of TheProposed Direct, Indirect Trust Distri...
Performance and Simulation Study of TheProposed Direct, Indirect Trust Distri...Performance and Simulation Study of TheProposed Direct, Indirect Trust Distri...
Performance and Simulation Study of TheProposed Direct, Indirect Trust Distri...
 
SEAD: Source Encrypted Authentic Data for Wireless Sensor Networks
SEAD: Source Encrypted Authentic Data for Wireless Sensor NetworksSEAD: Source Encrypted Authentic Data for Wireless Sensor Networks
SEAD: Source Encrypted Authentic Data for Wireless Sensor Networks
 
Framework for wireless network security using quantum cryptography
Framework for wireless network security using quantum cryptographyFramework for wireless network security using quantum cryptography
Framework for wireless network security using quantum cryptography
 
ATMC: Anonymity and Trust Management Scheme Applied to Clustered Wireless Sen...
ATMC: Anonymity and Trust Management Scheme Applied to Clustered Wireless Sen...ATMC: Anonymity and Trust Management Scheme Applied to Clustered Wireless Sen...
ATMC: Anonymity and Trust Management Scheme Applied to Clustered Wireless Sen...
 
Data Prevention from Network Hacking
Data Prevention from Network HackingData Prevention from Network Hacking
Data Prevention from Network Hacking
 
Weighted Coefficient Firefly Optimization Algorithm and Support Vector Machin...
Weighted Coefficient Firefly Optimization Algorithm and Support Vector Machin...Weighted Coefficient Firefly Optimization Algorithm and Support Vector Machin...
Weighted Coefficient Firefly Optimization Algorithm and Support Vector Machin...
 
WEIGHTED COEFFICIENT FIREFLY OPTIMIZATION ALGORITHM AND SUPPORT VECTOR MACHIN...
WEIGHTED COEFFICIENT FIREFLY OPTIMIZATION ALGORITHM AND SUPPORT VECTOR MACHIN...WEIGHTED COEFFICIENT FIREFLY OPTIMIZATION ALGORITHM AND SUPPORT VECTOR MACHIN...
WEIGHTED COEFFICIENT FIREFLY OPTIMIZATION ALGORITHM AND SUPPORT VECTOR MACHIN...
 
Mathematical Modeling of Security Issues of WLAN’s using Space Time Processin...
Mathematical Modeling of Security Issues of WLAN’s using Space Time Processin...Mathematical Modeling of Security Issues of WLAN’s using Space Time Processin...
Mathematical Modeling of Security Issues of WLAN’s using Space Time Processin...
 
Secure Data Aggregation Of Wireless Sensor Networks
Secure Data Aggregation Of Wireless Sensor NetworksSecure Data Aggregation Of Wireless Sensor Networks
Secure Data Aggregation Of Wireless Sensor Networks
 
IRJET- Survey on SDN based Network Intrusion Detection System using Machi...
IRJET-  	  Survey on SDN based Network Intrusion Detection System using Machi...IRJET-  	  Survey on SDN based Network Intrusion Detection System using Machi...
IRJET- Survey on SDN based Network Intrusion Detection System using Machi...
 

More from madhucharis

Questions and Young Minds .pptx
Questions and Young Minds .pptxQuestions and Young Minds .pptx
Questions and Young Minds .pptxmadhucharis
 
X ops ai-ml-sig-living-throught the hype-life cycle
X ops ai-ml-sig-living-throught the hype-life cycleX ops ai-ml-sig-living-throught the hype-life cycle
X ops ai-ml-sig-living-throught the hype-life cyclemadhucharis
 
Aspiring innovation journey
Aspiring innovation journeyAspiring innovation journey
Aspiring innovation journeymadhucharis
 
XOP's Roadmapping Self Innovation
XOP's Roadmapping Self InnovationXOP's Roadmapping Self Innovation
XOP's Roadmapping Self Innovationmadhucharis
 
XOP's ( DataOp's, MLOP's) Sig Poc
XOP's ( DataOp's, MLOP's)  Sig PocXOP's ( DataOp's, MLOP's)  Sig Poc
XOP's ( DataOp's, MLOP's) Sig Pocmadhucharis
 
AI Research/Problem Space
AI Research/Problem SpaceAI Research/Problem Space
AI Research/Problem Spacemadhucharis
 
Ai4life aiml-xops-sig
Ai4life aiml-xops-sigAi4life aiml-xops-sig
Ai4life aiml-xops-sigmadhucharis
 
Classifier with deep deviation detection in poe iot devices
Classifier with deep deviation detection in poe iot devices Classifier with deep deviation detection in poe iot devices
Classifier with deep deviation detection in poe iot devices madhucharis
 
Encrypted traffic malware detection twiml
Encrypted traffic malware detection twimlEncrypted traffic malware detection twiml
Encrypted traffic malware detection twimlmadhucharis
 
Long Term Evolution
Long Term EvolutionLong Term Evolution
Long Term Evolutionmadhucharis
 
Weather exploratory data analysis
Weather   exploratory data analysisWeather   exploratory data analysis
Weather exploratory data analysismadhucharis
 
IEEE Connect 2020 Novel TLS signature extraction for Encrypted malware detection
IEEE Connect 2020 Novel TLS signature extraction for Encrypted malware detectionIEEE Connect 2020 Novel TLS signature extraction for Encrypted malware detection
IEEE Connect 2020 Novel TLS signature extraction for Encrypted malware detectionmadhucharis
 
Classifier with Deep Deviation Detection in PoE-IoT devices
Classifier with Deep Deviation Detection in PoE-IoT devices Classifier with Deep Deviation Detection in PoE-IoT devices
Classifier with Deep Deviation Detection in PoE-IoT devices madhucharis
 
Researching artificial intelligence and machine learning a lgorithms final
Researching artificial intelligence and machine learning a lgorithms  finalResearching artificial intelligence and machine learning a lgorithms  final
Researching artificial intelligence and machine learning a lgorithms finalmadhucharis
 
Catalyzing Innovation
Catalyzing InnovationCatalyzing Innovation
Catalyzing Innovationmadhucharis
 
Heuristics and Data Science Supervised Machine Learning
Heuristics and Data Science Supervised Machine LearningHeuristics and Data Science Supervised Machine Learning
Heuristics and Data Science Supervised Machine Learningmadhucharis
 
Heuristics Data Science Life Cycle
Heuristics Data Science Life CycleHeuristics Data Science Life Cycle
Heuristics Data Science Life Cyclemadhucharis
 
Innovation workshop
Innovation workshopInnovation workshop
Innovation workshopmadhucharis
 
Explainable AI - Posters
Explainable AI - PostersExplainable AI - Posters
Explainable AI - Postersmadhucharis
 

More from madhucharis (20)

Questions and Young Minds .pptx
Questions and Young Minds .pptxQuestions and Young Minds .pptx
Questions and Young Minds .pptx
 
X ops ai-ml-sig-living-throught the hype-life cycle
X ops ai-ml-sig-living-throught the hype-life cycleX ops ai-ml-sig-living-throught the hype-life cycle
X ops ai-ml-sig-living-throught the hype-life cycle
 
Aspiring innovation journey
Aspiring innovation journeyAspiring innovation journey
Aspiring innovation journey
 
XOP's Roadmapping Self Innovation
XOP's Roadmapping Self InnovationXOP's Roadmapping Self Innovation
XOP's Roadmapping Self Innovation
 
XOP's ( DataOp's, MLOP's) Sig Poc
XOP's ( DataOp's, MLOP's)  Sig PocXOP's ( DataOp's, MLOP's)  Sig Poc
XOP's ( DataOp's, MLOP's) Sig Poc
 
AI Research/Problem Space
AI Research/Problem SpaceAI Research/Problem Space
AI Research/Problem Space
 
Ai4life aiml-xops-sig
Ai4life aiml-xops-sigAi4life aiml-xops-sig
Ai4life aiml-xops-sig
 
Classifier with deep deviation detection in poe iot devices
Classifier with deep deviation detection in poe iot devices Classifier with deep deviation detection in poe iot devices
Classifier with deep deviation detection in poe iot devices
 
Encrypted traffic malware detection twiml
Encrypted traffic malware detection twimlEncrypted traffic malware detection twiml
Encrypted traffic malware detection twiml
 
Long Term Evolution
Long Term EvolutionLong Term Evolution
Long Term Evolution
 
Weather exploratory data analysis
Weather   exploratory data analysisWeather   exploratory data analysis
Weather exploratory data analysis
 
IEEE Connect 2020 Novel TLS signature extraction for Encrypted malware detection
IEEE Connect 2020 Novel TLS signature extraction for Encrypted malware detectionIEEE Connect 2020 Novel TLS signature extraction for Encrypted malware detection
IEEE Connect 2020 Novel TLS signature extraction for Encrypted malware detection
 
Classifier with Deep Deviation Detection in PoE-IoT devices
Classifier with Deep Deviation Detection in PoE-IoT devices Classifier with Deep Deviation Detection in PoE-IoT devices
Classifier with Deep Deviation Detection in PoE-IoT devices
 
Researching artificial intelligence and machine learning a lgorithms final
Researching artificial intelligence and machine learning a lgorithms  finalResearching artificial intelligence and machine learning a lgorithms  final
Researching artificial intelligence and machine learning a lgorithms final
 
Catalyzing Innovation
Catalyzing InnovationCatalyzing Innovation
Catalyzing Innovation
 
Heuristics and Data Science Supervised Machine Learning
Heuristics and Data Science Supervised Machine LearningHeuristics and Data Science Supervised Machine Learning
Heuristics and Data Science Supervised Machine Learning
 
Heuristics Data Science Life Cycle
Heuristics Data Science Life CycleHeuristics Data Science Life Cycle
Heuristics Data Science Life Cycle
 
Patents
PatentsPatents
Patents
 
Innovation workshop
Innovation workshopInnovation workshop
Innovation workshop
 
Explainable AI - Posters
Explainable AI - PostersExplainable AI - Posters
Explainable AI - Posters
 

Recently uploaded

➥🔝 7737669865 🔝▻ Ongole Call-girls in Women Seeking Men 🔝Ongole🔝 Escorts S...
➥🔝 7737669865 🔝▻ Ongole Call-girls in Women Seeking Men  🔝Ongole🔝   Escorts S...➥🔝 7737669865 🔝▻ Ongole Call-girls in Women Seeking Men  🔝Ongole🔝   Escorts S...
➥🔝 7737669865 🔝▻ Ongole Call-girls in Women Seeking Men 🔝Ongole🔝 Escorts S...amitlee9823
 
Just Call Vip call girls Palakkad Escorts ☎️9352988975 Two shot with one girl...
Just Call Vip call girls Palakkad Escorts ☎️9352988975 Two shot with one girl...Just Call Vip call girls Palakkad Escorts ☎️9352988975 Two shot with one girl...
Just Call Vip call girls Palakkad Escorts ☎️9352988975 Two shot with one girl...gajnagarg
 
Just Call Vip call girls roorkee Escorts ☎️9352988975 Two shot with one girl ...
Just Call Vip call girls roorkee Escorts ☎️9352988975 Two shot with one girl ...Just Call Vip call girls roorkee Escorts ☎️9352988975 Two shot with one girl ...
Just Call Vip call girls roorkee Escorts ☎️9352988975 Two shot with one girl ...gajnagarg
 
SAC 25 Final National, Regional & Local Angel Group Investing Insights 2024 0...
SAC 25 Final National, Regional & Local Angel Group Investing Insights 2024 0...SAC 25 Final National, Regional & Local Angel Group Investing Insights 2024 0...
SAC 25 Final National, Regional & Local Angel Group Investing Insights 2024 0...Elaine Werffeli
 
Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore ...
Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore ...Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore ...
Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore ...amitlee9823
 
Just Call Vip call girls kakinada Escorts ☎️9352988975 Two shot with one girl...
Just Call Vip call girls kakinada Escorts ☎️9352988975 Two shot with one girl...Just Call Vip call girls kakinada Escorts ☎️9352988975 Two shot with one girl...
Just Call Vip call girls kakinada Escorts ☎️9352988975 Two shot with one girl...gajnagarg
 
Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...
Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...
Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...amitlee9823
 
Just Call Vip call girls Erode Escorts ☎️9352988975 Two shot with one girl (E...
Just Call Vip call girls Erode Escorts ☎️9352988975 Two shot with one girl (E...Just Call Vip call girls Erode Escorts ☎️9352988975 Two shot with one girl (E...
Just Call Vip call girls Erode Escorts ☎️9352988975 Two shot with one girl (E...gajnagarg
 
Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service B...Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service B...amitlee9823
 
Call Girls In Bellandur ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Bellandur ☎ 7737669865 🥵 Book Your One night StandCall Girls In Bellandur ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Bellandur ☎ 7737669865 🥵 Book Your One night Standamitlee9823
 
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...Valters Lauzums
 
Junnasandra Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...
Junnasandra Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...Junnasandra Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...
Junnasandra Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...amitlee9823
 
Just Call Vip call girls Bellary Escorts ☎️9352988975 Two shot with one girl ...
Just Call Vip call girls Bellary Escorts ☎️9352988975 Two shot with one girl ...Just Call Vip call girls Bellary Escorts ☎️9352988975 Two shot with one girl ...
Just Call Vip call girls Bellary Escorts ☎️9352988975 Two shot with one girl ...gajnagarg
 
Call Girls Indiranagar Just Call 👗 9155563397 👗 Top Class Call Girl Service B...
Call Girls Indiranagar Just Call 👗 9155563397 👗 Top Class Call Girl Service B...Call Girls Indiranagar Just Call 👗 9155563397 👗 Top Class Call Girl Service B...
Call Girls Indiranagar Just Call 👗 9155563397 👗 Top Class Call Girl Service B...only4webmaster01
 
5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed
5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed
5CL-ADBA,5cladba, Chinese supplier, safety is guaranteedamy56318795
 
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...ZurliaSoop
 

Recently uploaded (20)

➥🔝 7737669865 🔝▻ Ongole Call-girls in Women Seeking Men 🔝Ongole🔝 Escorts S...
➥🔝 7737669865 🔝▻ Ongole Call-girls in Women Seeking Men  🔝Ongole🔝   Escorts S...➥🔝 7737669865 🔝▻ Ongole Call-girls in Women Seeking Men  🔝Ongole🔝   Escorts S...
➥🔝 7737669865 🔝▻ Ongole Call-girls in Women Seeking Men 🔝Ongole🔝 Escorts S...
 
Just Call Vip call girls Palakkad Escorts ☎️9352988975 Two shot with one girl...
Just Call Vip call girls Palakkad Escorts ☎️9352988975 Two shot with one girl...Just Call Vip call girls Palakkad Escorts ☎️9352988975 Two shot with one girl...
Just Call Vip call girls Palakkad Escorts ☎️9352988975 Two shot with one girl...
 
Just Call Vip call girls roorkee Escorts ☎️9352988975 Two shot with one girl ...
Just Call Vip call girls roorkee Escorts ☎️9352988975 Two shot with one girl ...Just Call Vip call girls roorkee Escorts ☎️9352988975 Two shot with one girl ...
Just Call Vip call girls roorkee Escorts ☎️9352988975 Two shot with one girl ...
 
SAC 25 Final National, Regional & Local Angel Group Investing Insights 2024 0...
SAC 25 Final National, Regional & Local Angel Group Investing Insights 2024 0...SAC 25 Final National, Regional & Local Angel Group Investing Insights 2024 0...
SAC 25 Final National, Regional & Local Angel Group Investing Insights 2024 0...
 
Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore ...
Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore ...Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore ...
Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore ...
 
Predicting Loan Approval: A Data Science Project
Predicting Loan Approval: A Data Science ProjectPredicting Loan Approval: A Data Science Project
Predicting Loan Approval: A Data Science Project
 
Just Call Vip call girls kakinada Escorts ☎️9352988975 Two shot with one girl...
Just Call Vip call girls kakinada Escorts ☎️9352988975 Two shot with one girl...Just Call Vip call girls kakinada Escorts ☎️9352988975 Two shot with one girl...
Just Call Vip call girls kakinada Escorts ☎️9352988975 Two shot with one girl...
 
Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...
Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...
Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...
 
Just Call Vip call girls Erode Escorts ☎️9352988975 Two shot with one girl (E...
Just Call Vip call girls Erode Escorts ☎️9352988975 Two shot with one girl (E...Just Call Vip call girls Erode Escorts ☎️9352988975 Two shot with one girl (E...
Just Call Vip call girls Erode Escorts ☎️9352988975 Two shot with one girl (E...
 
Abortion pills in Jeddah | +966572737505 | Get Cytotec
Abortion pills in Jeddah | +966572737505 | Get CytotecAbortion pills in Jeddah | +966572737505 | Get Cytotec
Abortion pills in Jeddah | +966572737505 | Get Cytotec
 
Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service B...Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
 
Call Girls In Bellandur ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Bellandur ☎ 7737669865 🥵 Book Your One night StandCall Girls In Bellandur ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Bellandur ☎ 7737669865 🥵 Book Your One night Stand
 
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...
 
(NEHA) Call Girls Katra Call Now 8617697112 Katra Escorts 24x7
(NEHA) Call Girls Katra Call Now 8617697112 Katra Escorts 24x7(NEHA) Call Girls Katra Call Now 8617697112 Katra Escorts 24x7
(NEHA) Call Girls Katra Call Now 8617697112 Katra Escorts 24x7
 
Junnasandra Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...
Junnasandra Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...Junnasandra Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...
Junnasandra Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...
 
Call Girls In Shalimar Bagh ( Delhi) 9953330565 Escorts Service
Call Girls In Shalimar Bagh ( Delhi) 9953330565 Escorts ServiceCall Girls In Shalimar Bagh ( Delhi) 9953330565 Escorts Service
Call Girls In Shalimar Bagh ( Delhi) 9953330565 Escorts Service
 
Just Call Vip call girls Bellary Escorts ☎️9352988975 Two shot with one girl ...
Just Call Vip call girls Bellary Escorts ☎️9352988975 Two shot with one girl ...Just Call Vip call girls Bellary Escorts ☎️9352988975 Two shot with one girl ...
Just Call Vip call girls Bellary Escorts ☎️9352988975 Two shot with one girl ...
 
Call Girls Indiranagar Just Call 👗 9155563397 👗 Top Class Call Girl Service B...
Call Girls Indiranagar Just Call 👗 9155563397 👗 Top Class Call Girl Service B...Call Girls Indiranagar Just Call 👗 9155563397 👗 Top Class Call Girl Service B...
Call Girls Indiranagar Just Call 👗 9155563397 👗 Top Class Call Girl Service B...
 
5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed
5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed
5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed
 
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
 

Machine learning for encrypted traffic using restnet

  • 1. Abdul Samadh and Madhusoodhana Chari S
  • 2. With the growing adoption of encrypted traffic, Encrypted Network Traffic Classification of different sorts has been very pivotal to network management, visibility and security. With scaling networks and network usage the continuous monitoring of networks has become very important. We observe the flow statistical properties from the packet header. We specifically propose using a residual network to treat statistical network data as images and perform classification.
  • 3.  Solves the vanishing gradient problem in deep neural networks.  Deeper neural networks are better at classifying highly complex data.  Gives us a general classification framework with networking traffic modelling instead of using specific models for specific use cases.  Ability to model complex non-linear relations and achieve more expressiveness and generalization.  Better scalability
  • 4.
  • 5. 00000000 00000000 00000000 00101101 00000000 00000000 00000000 00000011 00000000 00000000 10010111 10100111 00000000 00000000 10101001 00000101 00000000 00000000 00000000 00000001 00000000 00000000 00000000 01001011