Federated Learning for Dynamic Response to low-rate DDOS Attacks in (SDNs)

Open Posted 2 days ago Paid on delivery Ends in 6 days
Open Paid on delivery Ends in 6 days

- I am seeking a professional to design and implement a federated learning system for dynamic response to low-rate DDoS attacks in distributed Software-Defined Networks (Federated Learning for Dynamic Response to low-rate DDoS Attacks in SDNs).

- The goal of this system is to create a more secure and resilient network infrastructure by integrating the strengths of federated learning and deep reinforcement learning.

- The primary objective is to effectively mitigate various types of cyberattacks, demonstrating improved performance in attack detection and response time compared to traditional methods.

 The system utilizes a Deep Q-Network (DQN) to learn optimal defense strategies against cyber-attacks. The federated learning component enables multiple SDN controllers to collaboratively train the DQN model without sharing raw data, thereby preserving data privacy. This approach aims to enhance the robustness and adaptability of the network's defense mechanisms, allowing for real-time, intelligent responses to cyber threats while maintaining a decentralized structure.

Computer Security Deep Neural Network Mininet Python Ryu Controller

Project ID: #38901924

About the project

18 proposals Open for bidding Remote project Active yesterday

18 freelancers are bidding on average $1431 for this job

toni5705

Hello It's a pleasure to be able to communicate with you Let me introduce myself, my name is Anthony Muñoz. I am the Principal Engineer at DSPro, a software development agency. I have more than 10 years working as a Fu More

$3000 USD in 7 days
(3 Reviews)
7.7
AwaisChaudhry

Hello Aso, I understand that you're looking for someone to develop a federated learning system aimed at improving the defense against low-rate DDoS attacks in Software-Defined Networks. My approach will involve combin More

$1500 USD in 10 days
(20 Reviews)
7.4
HNMN3

With over 7 years of professional experience and a rock-solid understanding of machine learning, I am thrilled to offer my services to develop and implement a federated learning system for your project. Combining the s More

$1125 USD in 7 days
(61 Reviews)
6.7
srmukul2

As one of the top cybersecurity freelancers on Freelancer.com, I have spent over a decade honing my skills in various aspects of computer security. My certifications as a Certified Ethical Hacker, specializing in Windo More

$1125 USD in 7 days
(31 Reviews)
6.7
ahmadayaz

Hi With a commanding understanding of Python and extensive experience in Full Stack Development, I have the necessary expertise to design and implement your Federated Learning system for SDNs. The integration of Deep Q More

$1125 USD in 7 days
(5 Reviews)
6.3
umg536

Hi there , I'm bidding on your project "Federated Learning for Dynamic Response to low-rate DDOS Attacks in (SDNs)". Let's dive in and have a meeting I am expert in this area. please leave a message on my chat so we More

$1500 USD in 2 days
(12 Reviews)
6.3
rashidamjad

I appreciate the opportunity to pitch for this crucial project. My name is Rashid and atop my extensive 5-year experience as a full-stack developer, I am skilled in numerous areas highly relevant to your project - part More

$1125 USD in 7 days
(13 Reviews)
5.6
ahmed4499

Hello Brother i am computer engineer and i have master degree in cryptography so may i can help you , thanks,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,

$1500 USD in 7 days
(23 Reviews)
4.9