Filename Size ~Get Your Files Here !/001. Part 1. Deterministic search algorithms.mp4 6.3 MB ~Get Your Files Here !/002. Chapter 1. Introduction to search and optimization.mp4 24.2 MB ~Get Your Files Here !/003. Chapter 1. Going from toy problems to the real world.mp4 7.9 MB ~Get Your Files Here !/004. Chapter 1. Basic ingredients of optimization problems.mp4 26.8 MB ~Get Your Files Here !/005. Chapter 1. Well-structured problems vs. ill-structured problems.mp4 22.4 MB ~Get Your Files Here !/006. Chapter 1. Search algorithms and the search dilemma.mp4 7.5 MB ~Get Your Files Here !/007. Chapter 1. Summary.mp4 5.5 MB ~Get Your Files Here !/008. Chapter 2. A deeper look at search and optimization.mp4 168.4 MB ~Get Your Files Here !/009. Chapter 2. Classifying search and optimization algorithms.mp4 21.8 MB ~Get Your Files Here !/010. Chapter 2. Heuristics and metaheuristics.mp4 35.1 MB ~Get Your Files Here !/011. Chapter 2. Nature-inspired algorithms.mp4 18.4 MB ~Get Your Files Here !/012. Chapter 2. Summary.mp4 5.5 MB ~Get Your Files Here !/013. Chapter 3. Blind search algorithms.mp4 44.7 MB ~Get Your Files Here !/014. Chapter 3. Graph search.mp4 11.6 MB ~Get Your Files Here !/015. Chapter 3. Graph traversal algorithms.mp4 49.4 MB ~Get Your Files Here !/016. Chapter 3. Shortest path algorithms.mp4 28.5 MB ~Get Your Files Here !/017. Chapter 3. Applying blind search to the routing problem.mp4 23.4 MB ~Get Your Files Here !/018. Chapter 3. Summary.mp4 6.5 MB ~Get Your Files Here !/019. Chapter 4. Informed search algorithms.mp4 12.3 MB ~Get Your Files Here !/020. Chapter 4. Minimum spanning tree algorithms.mp4 23.9 MB ~Get Your Files Here !/021. Chapter 4. Shortest path algorithms.mp4 126.4 MB ~Get Your Files Here !/022. Chapter 4. Applying informed search to a routing problem.mp4 42.3 MB ~Get Your Files Here !/023. Chapter 4. Summary.mp4 6.7 MB ~Get Your Files Here !/024. Part 2. Trajectory-based algorithms.mp4 4.9 MB ~Get Your Files Here !/025. Chapter 5. Simulated annealing.mp4 10.7 MB ~Get Your Files Here !/026. Chapter 5. The simulated annealing algorithm.mp4 75.3 MB ~Get Your Files Here !/027. Chapter 5. Function optimization.mp4 35.7 MB ~Get Your Files Here !/028. Chapter 5. Solving Sudoku.mp4 22.5 MB ~Get Your Files Here !/029. Chapter 5. Solving TSP.mp4 26.8 MB ~Get Your Files Here !/030. Chapter 5. Solving a delivery semi-truck routing problem.mp4 20.3 MB ~Get Your Files Here !/031. Chapter 5. Summary.mp4 7.2 MB ~Get Your Files Here !/032. Chapter 6. Tabu search.mp4 17 MB ~Get Your Files Here !/033. Chapter 6. Tabu search algorithm.mp4 49.7 MB ~Get Your Files Here !/034. Chapter 6. Solving constraint satisfaction problems.mp4 15.1 MB ~Get Your Files Here !/035. Chapter 6. Solving continuous problems.mp4 9.7 MB ~Get Your Files Here !/036. Chapter 6. Solving TSP and routing problems.mp4 36.1 MB ~Get Your Files Here !/037. Chapter 6. Assembly line balancing problem.mp4 45.9 MB ~Get Your Files Here !/038. Chapter 6. Summary.mp4 4 MB ~Get Your Files Here !/039. Part 3. Evolutionary computing algorithms.mp4 4.9 MB ~Get Your Files Here !/040. Chapter 7. Genetic algorithms.mp4 38.7 MB ~Get Your Files Here !/041. Chapter 7. Introducing evolutionary computation.mp4 28.5 MB ~Get Your Files Here !/042. Chapter 7. Genetic algorithm building blocks.mp4 51.4 MB ~Get Your Files Here !/043. Chapter 7. Implementing genetic algorithms in Python.mp4 40.2 MB ~Get Your Files Here !/044. Chapter 7. Summary.mp4 9.6 MB ~Get Your Files Here !/045. Chapter 8. Genetic algorithm variants.mp4 18.5 MB ~Get Your Files Here !/046. Chapter 8. Real-valued GA.mp4 48 MB ~Get Your Files Here !/047. Chapter 8. Permutation-based GA.mp4 27.5 MB ~Get Your Files Here !/048. Chapter 8. Multi-objective optimization.mp4 20.3 MB ~Get Your Files Here !/049. Chapter 8. Adaptive GA.mp4 11 MB ~Get Your Files Here !/050. Chapter 8. Solving the traveling salesman problem.mp4 8.4 MB ~Get Your Files Here !/051. Chapter 8. PID tuning problem.mp4 24.3 MB ~Get Your Files Here !/052. Chapter 8. Political districting problem.mp4 27.3 MB ~Get Your Files Here !/053. Chapter 8. Summary.mp4 7.8 MB ~Get Your Files Here !/054. Part 4. Swarm intelligence algorithms.mp4 5.4 MB ~Get Your Files Here !/055. Chapter 9. Particle swarm optimization.mp4 40 MB ~Get Your Files Here !/056. Chapter 9. Continuous PSO.mp4 81.3 MB ~Get Your Files Here !/057. Chapter 9. Binary PSO.mp4 11.8 MB ~Get Your Files Here !/058. Chapter 9. Permutation-based PSO.mp4 7.3 MB ~Get Your Files Here !/059. Chapter 9. Adaptive PSO.mp4 14.9 MB ~Get Your Files Here !/060. Chapter 9. Solving the traveling salesman problem.mp4 14.9 MB ~Get Your Files Here !/061. Chapter 9. Neural network training using PSO.mp4 71.1 MB ~Get Your Files Here !/062. Chapter 9. Summary.mp4 3.8 MB ~Get Your Files Here !/063. Chapter 10. Other swarm intelligence algorithms to explore.mp4 29.9 MB ~Get Your Files Here !/064. Chapter 10. ACO metaheuristics.mp4 21.4 MB ~Get Your Files Here !/065. Chapter 10. ACO variants.mp4 67.7 MB ~Get Your Files Here !/066. Chapter 10. From hive to optimization.mp4 31 MB ~Get Your Files Here !/067. Chapter 10. Exploring the artificial bee colony algorithm.mp4 38.7 MB ~Get Your Files Here !/068. Chapter 10. Summary.mp4 8.4 MB ~Get Your Files Here !/069. Part 5. Machine learning-based methods.mp4 5.4 MB ~Get Your Files Here !/070. Chapter 11. Supervised and unsupervised learning.mp4 18 MB ~Get Your Files Here !/071. Chapter 11. Demystifying machine learning.mp4 26.7 MB ~Get Your Files Here !/072. Chapter 11. Machine learning with graphs.mp4 122.7 MB ~Get Your Files Here !/073. Chapter 11. Self-organizing maps.mp4 12.3 MB ~Get Your Files Here !/074. Chapter 11. Machine learning for optimization problems.mp4 19 MB ~Get Your Files Here !/075. Chapter 11. Solving function optimization using supervised machine learning.mp4 18 MB ~Get Your Files Here !/076. Chapter 11. Solving TSP using supervised graph machine learning.mp4 39.2 MB ~Get Your Files Here !/077. Chapter 11. Solving TSP using unsupervised machine learning.mp4 8.1 MB ~Get Your Files Here !/078. Chapter 11. Finding a convex hull.mp4 36.5 MB ~Get Your Files Here !/079. Chapter 11. Summary.mp4 6.9 MB ~Get Your Files Here !/080. Chapter 12. Reinforcement learning.mp4 135.9 MB ~Get Your Files Here !/081. Chapter 12. Optimization with reinforcement learning.mp4 23.3 MB ~Get Your Files Here !/082. Chapter 12. Balancing CartPole using A2C and PPO.mp4 50.3 MB ~Get Your Files Here !/083. Chapter 12. Autonomous coordination in mobile networks using PPO.mp4 19.9 MB ~Get Your Files Here !/084. Chapter 12. Solving the truck selection problem using contextual bandits.mp4 32 MB ~Get Your Files Here !/085. Chapter 12. Journey s end A final reflection.mp4 6.1 MB ~Get Your Files Here !/086. Chapter 12. Summary.mp4 10.2 MB ~Get Your Files Here !/087. Appendix A. Search and optimization libraries in Python.mp4 16.7 MB ~Get Your Files Here !/088. Appendix A. Mathematical programming solvers.mp4 27.7 MB ~Get Your Files Here !/089. Appendix A. Graph and mapping libraries.mp4 49.2 MB ~Get Your Files Here !/090. Appendix A. Metaheuristics optimization libraries.mp4 34.8 MB ~Get Your Files Here !/091. Appendix A. Machine learning libraries.mp4 34 MB ~Get Your Files Here !/092. Appendix A. Projects.mp4 5.7 MB ~Get Your Files Here !/093. Appendix B. Benchmarks and datasets.mp4 7.9 MB ~Get Your Files Here !/094. Appendix B. Combinatorial optimization benchmark datasets.mp4 10.5 MB ~Get Your Files Here !/095. Appendix B. Geospatial datasets.mp4 3.8 MB ~Get Your Files Here !/096. Appendix B. Machine learning datasets.mp4 4.9 MB ~Get Your Files Here !/097. Appendix B. Data folder.mp4 6.2 MB ~Get Your Files Here !/098. Appendix C. Exercises and solutions.mp4 34.4 MB