I will project related ml and marl for wireless communication projects

Muhammad Rafid

Greece

I speak English
received the B.Sc. degree in Electrical Engineering from the University of Sci- ence and Technology, Bannu, Pakistan, in 2019, and the M.S. degree in Electrical Engineering from the National Universit...
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About this Gig

I provide support for research and projects in edge computing, wireless networks, and intelligent resource management using ML, MARL, and GNNs.

What I can do for you

  • Design task offloading with partial or full offload
  • Build MARL environments for distributed decision making
  • Implement DDPG, PPO, MADDPG and similar methods
  • Model wireless channels, interference, and bandwidth limits
  • Simulate resource allocation at device and server side
  • Design rewards that balance delay, energy, and cost
  • Compare with baselines such as local only, offload only, and DQN

Why choose me

I work with realistic edge cloud settings that include time varying channels, queues, mobility, and strict deadlines, using both decentralized and CTDE training so your model scales to large networks.

Possible project types

Simulation of wireless edge networks with MARL, joint task and resource management, GNN models for communication/offloading, and optimization of energy, delay, and reliability for research projects.

Deliverables

Clean Python code, clear explanations, results with plots, and an optional short report suitable for academic work.

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project related ml and marl for wireless communication projects
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project related ml and marl for wireless communication projects

Cloud provider:

Other

Expertise:

Migration

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Debugging

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Configuration

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Performance

Cloud computing resource:

ECS