Vitality LearningSolving the Taxi Problem Using OpenAI Gym and Reinforcement LearningIn this post, we will explore the Taxi-v3 environment from OpenAI Gym and use a simple Q-learning algorithm to solve it. The Taxi problem…3d ago3d ago
Vitality LearningSolving the Gridworld Problem Using Reinforcement Learning in PythonReinforcement Learning (RL) is an exciting and powerful paradigm that allows agents to learn optimal behaviors through trial and error. In…6d ago6d ago
Vitality LearningExploring the Multi-Armed Bandit Problem with Python: A Simple Reinforcement Learning ExampleReinforcement learning (RL) is a powerful branch of machine learning that focuses on how agents should take actions in an environment to…Oct 10Oct 10
Vitality LearningExchanging Complex Matrices Between MATLAB and PythonWhen working with complex matrices, you may need to transfer data between MATLAB and Python. This post will show how to save complex…Oct 8Oct 8
Vitality LearningUnderstanding Lagrange Interpolation and Numerical InstabilityInterpolation is a key concept in numerical analysis, allowing us to approximate a function at points where it hasn’t been explicitly…Sep 21Sep 21
Vitality LearningOptimizing Neural Networks with Adam: A Practical Guide to Learning Rates and Decay SchedulersTraining deep learning models requires selecting appropriate optimization algorithms and hyperparameters to ensure fast and stable…Sep 18Sep 18
Vitality LearningSolving Fredholm Integral Equations of the First Kind Using Neural NetworksFredholm integral equations of the first kind appear in various fields such as signal processing, physics, and inverse problems. Solving…Sep 18Sep 18
Vitality LearningOptimizing Unconstrained, Constrained, and Mixed Integer Problems with Matlab’s surrogateoptMatlab provides powerful tools for solving optimization problems, and one such tool is the surrogateopt function. This article explains…Sep 12Sep 12
Vitality LearningUnderstanding t-SNE: Unveiling the Intricacies of Dimensionality ReductionDimensionality reduction is a cornerstone technique in the realm of machine learning and data visualization. Among the myriad of methods…Sep 8Sep 8
Vitality LearningSolving a First-Order ODE with Physics-Informed Neural NetworksIn recent years, deep learning has revolutionized many fields, from computer vision to natural language processing. One of the exciting…Sep 2Sep 2