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  • ๐Ÿ‘‹ Hi, Iโ€™m @ahmadsuleman
  • ๐Ÿ‘€ Iโ€™m interested in Reinforcement Learining
  • ๐ŸŒฑ Iโ€™m currently learning Reinforcement Learning
  • ๐Ÿ’ž๏ธ Iโ€™m looking to collaborate for implementing reinforcement learning for Artificial Intelligence in Machines.
  • ๐Ÿ“ซ [email protected]

AHMAD SULEMAN's Projects

activity_rec_ml-lstm icon activity_rec_ml-lstm

Activity Recognition using Temporal Optical Flow Convolutional Features and Multi-Layer LSTM

alphapose icon alphapose

Real-Time and Accurate Full-Body Multi-Person Pose Estimation&Tracking System

artificial-intelligence-and-data-science-pro icon artificial-intelligence-and-data-science-pro

Regularly Updated | Collection of the best Data Science and AI Material from the Web | Covering Everything from Books, Courses along with Material, Research Papers, and Interview Prep to Cheatsheet

assistive-gym icon assistive-gym

Assistive Gym, a physics-based simulation framework for physical human-robot interaction and robotic assistance.

auto_annotate icon auto_annotate

Automate approach to label images for object detection using TensorFlow

bugbot icon bugbot

A open-source 2D bug robot simulator.

chainerrl icon chainerrl

ChainerRL is a deep reinforcement learning library built on top of Chainer.

citylearn icon citylearn

Official reinforcement learning environment for demand response and load shaping

conv_snn icon conv_snn

Code for "Convolutional spiking neural networks (SNN) for spatio-temporal feature extraction" paper

denki-uc icon denki-uc

Stochastic unit commitment model in python

docs icon docs

TensorFlow documentation

drl-for-microgrid-energy-management icon drl-for-microgrid-energy-management

We study the performance of various deep reinforcement learning algorithms for the problem of microgridโ€™s energy management system. We propose a novel microgrid model that consists of a wind turbine generator, an energy storage system, a population of thermostatically controlled loads, a population of price-responsive loads, and a connection to the main grid. The proposed energy management system is designed to coordinate between the different sources of flexibility by defining the priority resources, the direct demand control signals and the electricity prices. Seven deep reinforcement learning algorithms are implemented and empirically compared in this paper. The numerical results show a significant difference between the different deep reinforcement learning algorithms in their ability to converge to optimal policies. By adding an experience replay and a second semi-deterministic training phase to the well-known Asynchronous advantage actor critic algorithm, we achieved considerably better performance and converged to superior policies in terms of energy efficiency and economic value.

emdp icon emdp

Easy MDPs and grid worlds with accessible transition dynamics to do exact calculations

firstone icon firstone

This is just to know how to use git hub

gridworld icon gridworld

OpenAI gym-based algorithm for the grid world problem

gym icon gym

A toolkit for developing and comparing reinforcement learning algorithms.

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