File | Size |
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Get Bonus Downloads Here.url | 182.00 B |
~Get Your Files Here !/001. Part 1. Deterministic search algorithms.mp4 | 6.27 MB |
~Get Your Files Here !/002. Chapter 1. Introduction to search and optimization.mp4 | 24.18 MB |
~Get Your Files Here !/003. Chapter 1. Going from toy problems to the real world.mp4 | 7.93 MB |
~Get Your Files Here !/004. Chapter 1. Basic ingredients of optimization problems.mp4 | 26.81 MB |
~Get Your Files Here !/005. Chapter 1. Well-structured problems vs. ill-structured problems.mp4 | 22.38 MB |
~Get Your Files Here !/006. Chapter 1. Search algorithms and the search dilemma.mp4 | 7.54 MB |
~Get Your Files Here !/007. Chapter 1. Summary.mp4 | 5.50 MB |
~Get Your Files Here !/008. Chapter 2. A deeper look at search and optimization.mp4 | 168.39 MB |
~Get Your Files Here !/009. Chapter 2. Classifying search and optimization algorithms.mp4 | 21.80 MB |
~Get Your Files Here !/010. Chapter 2. Heuristics and metaheuristics.mp4 | 35.08 MB |
~Get Your Files Here !/011. Chapter 2. Nature-inspired algorithms.mp4 | 18.45 MB |
~Get Your Files Here !/012. Chapter 2. Summary.mp4 | 5.52 MB |
~Get Your Files Here !/013. Chapter 3. Blind search algorithms.mp4 | 44.66 MB |
~Get Your Files Here !/014. Chapter 3. Graph search.mp4 | 11.62 MB |
~Get Your Files Here !/015. Chapter 3. Graph traversal algorithms.mp4 | 49.37 MB |
~Get Your Files Here !/016. Chapter 3. Shortest path algorithms.mp4 | 28.48 MB |
~Get Your Files Here !/017. Chapter 3. Applying blind search to the routing problem.mp4 | 23.42 MB |
~Get Your Files Here !/018. Chapter 3. Summary.mp4 | 6.51 MB |
~Get Your Files Here !/019. Chapter 4. Informed search algorithms.mp4 | 12.34 MB |
~Get Your Files Here !/020. Chapter 4. Minimum spanning tree algorithms.mp4 | 23.92 MB |
~Get Your Files Here !/021. Chapter 4. Shortest path algorithms.mp4 | 126.36 MB |
~Get Your Files Here !/022. Chapter 4. Applying informed search to a routing problem.mp4 | 42.32 MB |
~Get Your Files Here !/023. Chapter 4. Summary.mp4 | 6.74 MB |
~Get Your Files Here !/024. Part 2. Trajectory-based algorithms.mp4 | 4.91 MB |
~Get Your Files Here !/025. Chapter 5. Simulated annealing.mp4 | 10.67 MB |
~Get Your Files Here !/026. Chapter 5. The simulated annealing algorithm.mp4 | 75.27 MB |
~Get Your Files Here !/027. Chapter 5. Function optimization.mp4 | 35.70 MB |
~Get Your Files Here !/028. Chapter 5. Solving Sudoku.mp4 | 22.53 MB |
~Get Your Files Here !/029. Chapter 5. Solving TSP.mp4 | 26.77 MB |
~Get Your Files Here !/030. Chapter 5. Solving a delivery semi-truck routing problem.mp4 | 20.31 MB |
~Get Your Files Here !/031. Chapter 5. Summary.mp4 | 7.21 MB |
~Get Your Files Here !/032. Chapter 6. Tabu search.mp4 | 17.04 MB |
~Get Your Files Here !/033. Chapter 6. Tabu search algorithm.mp4 | 49.70 MB |
~Get Your Files Here !/034. Chapter 6. Solving constraint satisfaction problems.mp4 | 15.11 MB |
~Get Your Files Here !/035. Chapter 6. Solving continuous problems.mp4 | 9.75 MB |
~Get Your Files Here !/036. Chapter 6. Solving TSP and routing problems.mp4 | 36.10 MB |
~Get Your Files Here !/037. Chapter 6. Assembly line balancing problem.mp4 | 45.89 MB |
~Get Your Files Here !/038. Chapter 6. Summary.mp4 | 3.99 MB |
~Get Your Files Here !/039. Part 3. Evolutionary computing algorithms.mp4 | 4.95 MB |
~Get Your Files Here !/040. Chapter 7. Genetic algorithms.mp4 | 38.68 MB |
~Get Your Files Here !/041. Chapter 7. Introducing evolutionary computation.mp4 | 28.48 MB |
~Get Your Files Here !/042. Chapter 7. Genetic algorithm building blocks.mp4 | 51.36 MB |
~Get Your Files Here !/043. Chapter 7. Implementing genetic algorithms in Python.mp4 | 40.21 MB |
~Get Your Files Here !/044. Chapter 7. Summary.mp4 | 9.60 MB |
~Get Your Files Here !/045. Chapter 8. Genetic algorithm variants.mp4 | 18.50 MB |
~Get Your Files Here !/046. Chapter 8. Real-valued GA.mp4 | 48.03 MB |
~Get Your Files Here !/047. Chapter 8. Permutation-based GA.mp4 | 27.50 MB |
~Get Your Files Here !/048. Chapter 8. Multi-objective optimization.mp4 | 20.26 MB |
~Get Your Files Here !/049. Chapter 8. Adaptive GA.mp4 | 10.95 MB |
~Get Your Files Here !/050. Chapter 8. Solving the traveling salesman problem.mp4 | 8.39 MB |
~Get Your Files Here !/051. Chapter 8. PID tuning problem.mp4 | 24.28 MB |
~Get Your Files Here !/052. Chapter 8. Political districting problem.mp4 | 27.27 MB |
~Get Your Files Here !/053. Chapter 8. Summary.mp4 | 7.76 MB |
~Get Your Files Here !/054. Part 4. Swarm intelligence algorithms.mp4 | 5.42 MB |
~Get Your Files Here !/055. Chapter 9. Particle swarm optimization.mp4 | 40.03 MB |
~Get Your Files Here !/056. Chapter 9. Continuous PSO.mp4 | 81.34 MB |
~Get Your Files Here !/057. Chapter 9. Binary PSO.mp4 | 11.81 MB |
~Get Your Files Here !/058. Chapter 9. Permutation-based PSO.mp4 | 7.34 MB |
~Get Your Files Here !/059. Chapter 9. Adaptive PSO.mp4 | 14.86 MB |
~Get Your Files Here !/060. Chapter 9. Solving the traveling salesman problem.mp4 | 14.89 MB |
~Get Your Files Here !/061. Chapter 9. Neural network training using PSO.mp4 | 71.08 MB |
~Get Your Files Here !/062. Chapter 9. Summary.mp4 | 3.83 MB |
~Get Your Files Here !/063. Chapter 10. Other swarm intelligence algorithms to explore.mp4 | 29.85 MB |
~Get Your Files Here !/064. Chapter 10. ACO metaheuristics.mp4 | 21.36 MB |
~Get Your Files Here !/065. Chapter 10. ACO variants.mp4 | 67.73 MB |
~Get Your Files Here !/066. Chapter 10. From hive to optimization.mp4 | 31.00 MB |
~Get Your Files Here !/067. Chapter 10. Exploring the artificial bee colony algorithm.mp4 | 38.68 MB |
~Get Your Files Here !/068. Chapter 10. Summary.mp4 | 8.42 MB |
~Get Your Files Here !/069. Part 5. Machine learning-based methods.mp4 | 5.45 MB |
~Get Your Files Here !/070. Chapter 11. Supervised and unsupervised learning.mp4 | 18.01 MB |
~Get Your Files Here !/071. Chapter 11. Demystifying machine learning.mp4 | 26.71 MB |
~Get Your Files Here !/072. Chapter 11. Machine learning with graphs.mp4 | 122.75 MB |
~Get Your Files Here !/073. Chapter 11. Self-organizing maps.mp4 | 12.34 MB |
~Get Your Files Here !/074. Chapter 11. Machine learning for optimization problems.mp4 | 18.98 MB |
~Get Your Files Here !/075. Chapter 11. Solving function optimization using supervised machine learning.mp4 | 18.00 MB |
~Get Your Files Here !/076. Chapter 11. Solving TSP using supervised graph machine learning.mp4 | 39.15 MB |
~Get Your Files Here !/077. Chapter 11. Solving TSP using unsupervised machine learning.mp4 | 8.11 MB |
~Get Your Files Here !/078. Chapter 11. Finding a convex hull.mp4 | 36.54 MB |
~Get Your Files Here !/079. Chapter 11. Summary.mp4 | 6.93 MB |
~Get Your Files Here !/080. Chapter 12. Reinforcement learning.mp4 | 135.87 MB |
~Get Your Files Here !/081. Chapter 12. Optimization with reinforcement learning.mp4 | 23.34 MB |
~Get Your Files Here !/082. Chapter 12. Balancing CartPole using A2C and PPO.mp4 | 50.33 MB |
~Get Your Files Here !/083. Chapter 12. Autonomous coordination in mobile networks using PPO.mp4 | 19.88 MB |
~Get Your Files Here !/084. Chapter 12. Solving the truck selection problem using contextual bandits.mp4 | 32.02 MB |
~Get Your Files Here !/085. Chapter 12. Journey s end A final reflection.mp4 | 6.06 MB |
~Get Your Files Here !/086. Chapter 12. Summary.mp4 | 10.17 MB |
~Get Your Files Here !/087. Appendix A. Search and optimization libraries in Python.mp4 | 16.67 MB |
~Get Your Files Here !/088. Appendix A. Mathematical programming solvers.mp4 | 27.69 MB |
~Get Your Files Here !/089. Appendix A. Graph and mapping libraries.mp4 | 49.20 MB |
~Get Your Files Here !/090. Appendix A. Metaheuristics optimization libraries.mp4 | 34.75 MB |
~Get Your Files Here !/091. Appendix A. Machine learning libraries.mp4 | 34.03 MB |
~Get Your Files Here !/092. Appendix A. Projects.mp4 | 5.70 MB |
~Get Your Files Here !/093. Appendix B. Benchmarks and datasets.mp4 | 7.91 MB |
~Get Your Files Here !/094. Appendix B. Combinatorial optimization benchmark datasets.mp4 | 10.49 MB |
~Get Your Files Here !/095. Appendix B. Geospatial datasets.mp4 | 3.85 MB |
~Get Your Files Here !/096. Appendix B. Machine learning datasets.mp4 | 4.86 MB |
~Get Your Files Here !/097. Appendix B. Data folder.mp4 | 6.23 MB |
~Get Your Files Here !/098. Appendix C. Exercises and solutions.mp4 | 34.41 MB |
~Get Your Files Here !/099. Appendix C. Chapter 3 Blind search algorithms.mp4 | 17.91 MB |
~Get Your Files Here !/100. Appendix C. Chapter 4 Informed search algorithms.mp4 | 19.67 MB |
~Get Your Files Here !/101. Appendix C. Chapter 5 Simulated annealing.mp4 | 25.89 MB |
~Get Your Files Here !/102. Appendix C. Chapter 6 Tabu search.mp4 | 26.48 MB |
~Get Your Files Here !/103. Appendix C. Chapter 7 Genetic algorithm.mp4 | 27.19 MB |
~Get Your Files Here !/104. Appendix C. Chapter 8 Genetic algorithm variants.mp4 | 34.44 MB |
~Get Your Files Here !/105. Appendix C. Chapter 9 Particle swarm optimization.mp4 | 59.27 MB |
~Get Your Files Here !/106. Appendix C. Chapter 10 Other swarm intelligence algorithms to explore.mp4 | 32.84 MB |
~Get Your Files Here !/107. Appendix C. Chapter 11 Supervised and unsupervised learning.mp4 | 20.38 MB |
~Get Your Files Here !/108. Appendix C. Chapter 12 Reinforcement learning.mp4 | 61.90 MB |
~Get Your Files Here !/Bonus Resources.txt | 386.00 B |