PinnedBrandon MorganinTowards Data ScienceUnit 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 Dataset·18 min read·Jul 23, 2021--1--1
PinnedBrandon MorganinTowards Data ScienceEvolutionary Computation (FULL COURSE) OverviewIntroductory post about the material, concepts, and applications I will be covering throughout this brand new series!·4 min read·Jun 24, 2021--1--1
Brandon MorganWhat Topic Should I Cover Next?Choose one of the four options or comment something else!2 min read·Sep 2, 2022----
Brandon MorganinTowards Data ScienceComplete 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…·28 min read·Nov 15, 2021--5--5
Brandon MorganinTowards Data ScienceUnit 1) Hill Climber — OptimizationCover Hill Climber and its many variants: Simple, Greedy, Random, and more!·12 min read·Sep 23, 2021----
Brandon MorganinTowards Data ScienceNon-Classical Optimization Algorithms (FULL COURSE) OverviewBrief Overview a New Full Course covering three major Non-Classical Optimization Algorithms: Hill Climber, Simulated Annealing, Beam…·4 min read·Sep 21, 2021--1--1
Brandon MorganinTowards Data ScienceUnit 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!·11 min read·Aug 21, 2021----
Brandon MorganinTowards Data ScienceUnit 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…·11 min read·Jul 14, 2021----
Brandon MorganinTowards Data ScienceUnit 5 Application) Optimizing Constrained Non-Linear Pressure Vessel Design ProblemWe will apply Evolutionary Programming to find the Best Solution to the Pressure Vessel Design Problem·10 min read·Jul 12, 2021----
Brandon MorganinTowards Data ScienceUnit 5) Evolutionary ProgrammingCover the Main Concepts of Evolutionary Programming: Mutation and Selection Operators·9 min read·Jul 10, 2021--1--1