Detection of DDOS Attacks using Machine Learning Algorithms
Title: - Multi-Classifier of DDoS Attacks in Computer Networks Built on Neural Networks
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Implementation Plan:
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Step 1: Initially, split and load the Dataset [CIC DDoS2019] into data processing framework.
Step 2: Next, perform the Preprocessing for removing certain unwanted attributes by using a synthetic minority oversampling technique (SMOTE).
Step 3: Next, Perform the hyperparameter configuration based multiclass cliassification by using LSTM.
Step 4: After classify the data labled into different types , like, DrDoS DNS/LDAP, DrDoS NetBIOS/Portmap, and DrDoS SSDP/UDP.
Step 5: Next, plot the results graph for Accuracy, Precision, Recall and F1 Score.
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Software Requirement:
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1. Python – Google Colab
2. OS: Windows 10 (64 bit)
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Note:-
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1) please download and send your CIC DDoS2019 dataet. and also send your g-drive athuntication details for login into Google Colab environment.
Software Requirement:
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1. Python 3.9.6
2. OS: Windows 10 – 64-bits
Implementation Plan:
----------------------------------
Step 1: Initially, split and load the Dataset [CIC DDoS2019] into data processing framework.
Step 2: Next, perform the Preprocessing for removing certain unwanted attributes by using a synthetic minority oversampling technique (SMOTE).
Step 3: Next, Perform the hyperparameter configuration based multiclass cliassification by using LSTM.
Step 4: After classify the data labled into different types , like, DrDoS DNS/LDAP, DrDoS NetBIOS/Portmap, and DrDoS SSDP/UDP.
Step 5: Next, plot the results graph for Accuracy, Precision, Recall and F1 Score.
==========================================================================================================================================
Software Requirement:
-------------------------------------
1. Python – Google Colab
2. OS: Windows 10 (64 bit)
==========================================================================================================================================
Note:-
----------
1) please download and send your CIC DDoS2019 dataet. and also send your g-drive athuntication details for login into Google Colab environment.