Descent
Visualisers.

Interactive labs designed to visualize the behaviour of various Machine Learning algorithms.

Gradient Descent Visualiser

A fast, interactive tool to visualize how different gradient descent algorithms navigate complex loss surfaces in real time.

Exploring standard optimization terrains: Saddle Points, Bowls, and Plateaus.

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Real-time visualization of convergence paths initiated from user-defined starting coordinates.

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Rendering custom 3D loss surfaces generated instantly via mathematical function input.

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Exploring how various Reinforcement learning algorithms like QL, DQL and PPO learn and act upon custom simulated environments.

Visualizing tabular Q-Learning in a grid world. Watch as an autonomous agent explores the maze.

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Visualizing agents mastering the CartPole physics challenge.

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