Shafa·Oct 14Q-Learning vs Deep Q-Learning: Why More Complex Doesn’t Always Mean Better: Explained using Flappy..When we learn about machine learning, it’s easy to assume that more advanced algorithms will always produce better results. A deep…
InData Science CollectivebyXinjie Li·Sep 7What Is a World Model, Really?After the LLM revolution, world models are often described as the next big step toward AGI. But what exactly counts as one? Is a Deep…A response icon2A response icon2
Hebsibanisha·Aug 20Difference between Q-learning and Deep Q Networks (DQN).Both Q-learning and Deep Q-Networks (DQN) are reinforcement learning algorithms that learn which action is best to take in a particular…
Sivaram S·Jun 22Real Time Patient Scheduling in an Emergency Department using RLI trained a Double DQN agent to schedule emergency department patients. It beat every baseline and then quietly did something clinically…
Prisha Srivastava·Jun 9From Random Moves to Intelligent Behavior: Understanding Q-LearningA technical walkthrough of reinforcement learning ; the framework that turns trial, error, and a scalar number into something that looks a…
InTowards AIbyYaroslav Dubovikov·Mar 2Apollo DQN: Building an RL Agent for LunarLander-v3Comparing DQN variants: training diagnostics and evaluation beyond raw reward (with human reference)A response icon2A response icon2
Arjun Agarwal·Feb 25Reinforcement Learning Part 7: Value Function ApproximationUp until now we have learnt the most traditional style of RL, covering two of the most important styles of learning: Monte Carlo (MC) and…
Amir Pasagic·Jan 31Importance of Frame Skipping in reinforcement learning on an example of Breakout: debugging the…Read Time: 10–20 min Assumed: Familiarity with reinforcement-learning/DeepQ concepts Focus: Issues of non-convergence during training DeepQ…
Rohan Roy·Jan 16Basics of RL- The Poster Child — Q-learningWe all have played the Pacman at some point of time. Imagine an algorithm that plays it with such precision that it always gets the high…
Anthea Chang·Jan 12From Cliffwalking to Chemotherapy: A Beginner’s Guide to Safer Decisions with Double DQNArtificial intelligence is steadily moving from research labs into everyday life. Within AI, deep reinforcement learning (RL) is especially…
