Pytorch implementation of Value Iteration Networks (NIPS 2016 best paper)
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Oct 2, 2020 - Python
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value-iteration
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A blog which talks about machine learning, deep learning algorithms and the Math. and Machine learning algorithms written from scratch.
machine-learning natural-language-processing deep-neural-networks tensorflow word2vec linear-regression q-learning neural-networks reinforcement-learning-algorithms sarsa logistic-regression gans support-vector-machines policy-iteration value-iteration gradient-descent-algorithm monte-carlo-methods temporal-differencing-learning general-adversarial-network
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Mar 15, 2019 - Jupyter Notebook
Paddle-RLBooks is a reinforcement learning code study guide based on pure PaddlePaddle.
reinforcement-learning q-learning dqn policy-gradient sarsa reinforce ddpg policy-iteration value-iteration sac actor-critic double-dqn paddlepaddle c51 dueling-dqn td3 noisy-dqn nstep-dqn policy-gradient-with-baseline
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Nov 13, 2021 - Python
Reinforcement-Learning-for-Decision-Making-in-self-driving-cars
reinforcement-learning monte-carlo self-driving-car dynamic-programming policy-iteration value-iteration temporal-difference
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Sep 18, 2018 - Python
Implementation of value iteration algorithm for calculating an optimal MDP policy
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Dec 23, 2017 - Python
Code base for solving Markov Decision Processes and Reinforcement Learning problems using Recurrent Convolutional Neural Networks.
learning machine-learning reinforcement-learning deep-reinforcement-learning recurrent-neural-networks convolutional-neural-networks backpropagation value-iteration
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Oct 29, 2017 - Python
Reinforcement Learning Short Course
reinforcement-learning q-learning ridesharing policy-gradient dynamic-programming deep-q-network markov-decision-processes policy-iteration value-iteration monte-carlo-methods temporal-differencing-learning model-based-rl policy-based-method fitted-q-iteration off-policy-evaluation offline-rl order-dispatch-recommendation
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Dec 16, 2024 - Jupyter Notebook
CSE 571 Artificial Intelligence
reinforcement-learning deep-reinforcement-learning q-learning artificial-intelligence neural-networks epsilon-greedy breadth-first-search alpha-beta-pruning depth-first-search minimax-algorithm policy-iteration value-iteration function-approximation expectimax particle-filter-tracking uniform-cost-search greedy-search a-star-search
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Jan 3, 2018 - Python
High Performance Map Matching with Markov Decision Processes (MDPs) and Hidden Markov Models (HMMs).
reinforcement-learning graph graph-algorithms openstreetmap gps gis q-learning map-matching dynamic-programming hidden-markov-model markov-decision-processes policy-iteration value-iteration viterbi hidden-markov-models matching-algorithm viterbi-hmm map-match markov-decision-process
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Dec 9, 2024 - C++
Solving a Rubik's Cube and 15 Puzzle using the Deep Reinforcement Learning and Search
astar-algorithm deep-reinforcement-learning pytorch value-iteration 15puzzle rubikscube slide-puzzle rubiks-cube-solver rubiks-cube-simulator
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Jan 27, 2022 - Jupyter Notebook
Tabular methods for reinforcement learning
algorithm reinforcement-learning q-learning reinforcement-learning-algorithms sarsa gridworld policy-evaluation policy-iteration value-iteration reinforcement-learning-agent tabular-q-learning gridworld-environment sarsa-learning q-learning-vs-sarsa cliffwalking gridworld-cliff tabular-environments sarsa-algorithm tabular-methods q-learning-algorithm
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Jul 3, 2020 - Python
[ICLR 2020, Oral] Harnessing Structures for Value-Based Planning and Reinforcement Learning
reinforcement-learning deep-reinforcement-learning planning controls matrix-completion value-iteration value-function iclr low-rank iclr2020
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Feb 1, 2020 - Python
Using reinforcement learning to find the shortest paths.
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Jun 5, 2019 - Python
Implementation and visualization (some demos) of search and optimization algorithms.
optimization conjugate-gradient-descent policy-iteration value-iteration a-star-algorithm newton-method simulated-annealing-algorithm cross-entropy-method search-gradient
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Nov 30, 2021 - Python
⚙️ Controls.js is a sandbox showcasing a few modern controls techiques directly in the browser
linear-algebra particle-filter mpc kalman-filter quadratic-programming value-iteration collocation lqr
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Dec 13, 2022 - JavaScript
Reinforcement Learning Algorithms in FrozenLake-v1
reinforcement-learning monte-carlo openai-gym q-learning reinforcement-learning-algorithms sarsa reinforce policy-iteration value-iteration td-learning actor-critic sarsa-lambda frozenlake frozenlake-v0 dyna-q sutton-gridworld monte-carlo-control sutton-barto-book
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Nov 24, 2024 - Jupyter Notebook
This is an implimentation of Value Iteration Networks (NIPS2016 best paper) in keras
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Jan 6, 2018 - Python
Basic Reinforcement Learning algorithms
machine-learning reinforcement-learning machine-learning-algorithms q-learning artificial-intelligence policy-iteration value-iteration td-learning temporal-differencing-learning
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Jun 6, 2019 - Jupyter Notebook
Value & Policy Iteration for the frozenlake environment of OpenAI
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May 14, 2019 - Python
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