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GitHub topics: optimal-policy

ChaitanyaC22/Deep-RL-Project---Maximize-total-profits-earned-by-cab-driver

The goal of this project is to build an RL-based algorithm that can help cab drivers maximize their profits by improving their decision-making process on the field. Taking long-term profit as the goal, a method is proposed based on reinforcement learning to optimize taxi driving strategies for profit maximization. This optimization problem is formulated as a Markov Decision Process i.e. MDP.

Language: Jupyter Notebook - Size: 1.61 MB - Last synced at: 5 months ago - Pushed at: about 4 years ago - Stars: 13 - Forks: 3

IsmaelMousa/mdp-value-iteration

Implementation of the MDP algorithm for optimal decision-making, focusing on value iteration and policy determination.

Language: Python - Size: 114 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 1 - Forks: 0

etienneandre/ImpRator

ImpRator (Inverse Method for Policy with Reward AbstracT behaviOR) is a prototype implementation to compute parameter valuations in parametric Markov decision processes such that optimal policies remain optimal.

Language: OCaml - Size: 55.7 KB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 0

nicolaloi/Dynamic-Programming-and-Optimal-Control

Infinite horizon policy optimization for drone navigation. Graded project for the ETH course "Dynamic Programming and Optimal Control".

Language: MATLAB - Size: 758 KB - Last synced at: almost 2 years ago - Pushed at: almost 4 years ago - Stars: 3 - Forks: 2

raklokesh/ReinforcementLearning_Sutton-Barto_Solutions

Solutions and figures for problems from Reinforcement Learning: An Introduction Sutton&Barto

Language: Python - Size: 4.47 MB - Last synced at: about 2 years ago - Pushed at: about 6 years ago - Stars: 20 - Forks: 4

Megha-Bose/Markov-Decision-Process

Computing optimal MDP policy using Value Iteration Algorithm and Linear Programming

Language: Python - Size: 2.04 MB - Last synced at: over 2 years ago - Pushed at: over 4 years ago - Stars: 1 - Forks: 0

Related Keywords
optimal-policy 6 value-iteration 3 policy-iteration 2 mdp 2 markov-decision-processes 2 linear-programming 2 actions 1 bellman-equation 1 drone-control 1 dynamic-programming 1 optimal-path 1 bandit-algorithm 1 batch-update 1 blackjack-montecarlo 1 dynaq 1 feature-engineering 1 gradient-descent 1 infinite-variance 1 maximization-bias 1 mountain-car 1 qlearning 1 reinforcement-learning 1 rl-sutton 1 sarsa 1 semi-gradient-sarsa 1 short-corridor 1 sutton-book 1 sutton-gambler 1 sutton-gridworld 1 value-iteration-algorithm 1 convergence 1 data-visualization 1 deep-reinforcement-learning 1 dqn 1 epsilon-decay 1 epsilon-greedy 1 hyperparameter-tuning 1 markov-decision-process 1 mdp-framework 1 minibatch-gradient-descent 1 model-building 1 model-evaluation 1 prediction 1 q-values-tracking 1 rewards 1 rl 1 states 1 training-dqn-agent 1 ai 1 algorithms 1 artificial-intelligence 1 pandas 1 python 1 q-value 1 parameter-synthesis 1