PinnedPublished inTDS ArchiveUnit 7) Differential Evolution — Automated Machine LearningApplying the Concepts of Differential Evolution in Evolving the Architecture of a Deep Convolutional Neural Network on the CIFAR-10 DatasetJul 23, 20211Jul 23, 20211
PinnedPublished inTDS ArchiveEvolutionary Computation (FULL COURSE) OverviewIntroductory post about the material, concepts, and applications I will be covering throughout this brand new series!Jun 24, 20211Jun 24, 20211
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Published inTDS ArchiveComplete Guide to Regressional Analysis Using PythonLeast Squares (MLR) and Weighted Least Squares; Lasso (L1), Ridge (L2), and Elastic Net Regularization; Kernel and Support Vector Machine…Nov 15, 20215Nov 15, 20215
Published inTDS ArchiveUnit 1) Hill Climber — OptimizationCover Hill Climber and its many variants: Simple, Greedy, Random, and more!Sep 23, 2021Sep 23, 2021
Published inTDS ArchiveNon-Classical Optimization Algorithms (FULL COURSE) OverviewBrief Overview a New Full Course covering three major Non-Classical Optimization Algorithms: Hill Climber, Simulated Annealing, Beam…Sep 21, 20211Sep 21, 20211
Published inTDS ArchiveUnit 8) Co-Evolution —Reinforcement Learning for Game AI DesignCo-Evolve Competing Game AI’s for playing Lunar Lander using Python Gym Environment and EvolutionaryComputation Library!Aug 21, 2021Aug 21, 2021
Published inTDS ArchiveUnit 6) Evolutionary Strategies — Finding the Pareto FrontCover the Main Concepts of Evolutionary Strategies: Plus and Comma Strategies and Applying Them to Find the Pareto Front of a…Jul 14, 2021Jul 14, 2021
Published inTDS ArchiveUnit 5 Application) Optimizing Constrained Non-Linear Pressure Vessel Design ProblemWe will apply Evolutionary Programming to find the Best Solution to the Pressure Vessel Design ProblemJul 12, 2021Jul 12, 2021
Published inTDS ArchiveUnit 5) Evolutionary ProgrammingCover the Main Concepts of Evolutionary Programming: Mutation and Selection OperatorsJul 10, 20211Jul 10, 20211