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[ FreeCourseWeb.com ] Oreilly - Evolutionary Deep Learning, Video Edition

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Size
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183 B
~Get Your Files Here !/001. Part 1. Getting started.mp4
3.4 MB
~Get Your Files Here !/002. Chapter 1. Introducing evolutionary deep learning.mp4
30 MB
~Get Your Files Here !/003. Chapter 1. The why and where of evolutionary deep learning.mp4
3.6 MB
~Get Your Files Here !/004. Chapter 1. The need for deep learning optimization.mp4
13 MB
~Get Your Files Here !/005. Chapter 1. Automating optimization with automated machine learning.mp4
20 MB
~Get Your Files Here !/006. Chapter 1. Applications of evolutionary deep learning.mp4
16 MB
~Get Your Files Here !/007. Chapter 1. Summary.mp4
3.2 MB
~Get Your Files Here !/008. Chapter 2. Introducing evolutionary computation.mp4
14 MB
~Get Your Files Here !/009. Chapter 2. Simulating life with Python.mp4
10 MB
~Get Your Files Here !/010. Chapter 2. Life simulation as optimization.mp4
12 MB
~Get Your Files Here !/011. Chapter 2. Adding evolution to the life simulation.mp4
26 MB
~Get Your Files Here !/012. Chapter 2. Genetic algorithms in Python.mp4
48 MB
~Get Your Files Here !/013. Chapter 2. Summary.mp4
7.4 MB
~Get Your Files Here !/014. Chapter 3. Introducing genetic algorithms with DEAP.mp4
20 MB
~Get Your Files Here !/015. Chapter 3. Solving the Queen’s Gambit.mp4
15 MB
~Get Your Files Here !/016. Chapter 3. Helping a traveling salesman.mp4
24 MB
~Get Your Files Here !/017. Chapter 3. Selecting genetic operators for improved evolution.mp4
28 MB
~Get Your Files Here !/018. Chapter 3. Painting with the EvoLisa.mp4
20 MB
~Get Your Files Here !/019. Chapter 3. Summary.mp4
5.5 MB
~Get Your Files Here !/020. Chapter 4. More evolutionary computation with DEAP.mp4
36 MB
~Get Your Files Here !/021. Chapter 4. Particle swarm optimization with DEAP.mp4
18 MB
~Get Your Files Here !/022. Chapter 4. Coevolving solutions with DEAP.mp4
22 MB
~Get Your Files Here !/023. Chapter 4. Evolutionary strategies with DEAP.mp4
30 MB
~Get Your Files Here !/024. Chapter 4. Differential evolution with DEAP.mp4
19 MB
~Get Your Files Here !/025. Chapter 4. Summary.mp4
3.9 MB
~Get Your Files Here !/026. Part 2. Optimizing deep learning.mp4
2.4 MB
~Get Your Files Here !/027. Chapter 5. Automating hyperparameter optimization.mp4
37 MB
~Get Your Files Here !/028. Chapter 5. Automating HPO with random search.mp4
22 MB
~Get Your Files Here !/029. Chapter 5. Grid search and HPO.mp4
22 MB
~Get Your Files Here !/030. Chapter 5. Evolutionary computation for HPO.mp4
21 MB
~Get Your Files Here !/031. Chapter 5. Genetic algorithms and evolutionary strategies for HPO.mp4
20 MB
~Get Your Files Here !/032. Chapter 5. Differential evolution for HPO.mp4
14 MB
~Get Your Files Here !/033. Chapter 5. Summary.mp4
4.1 MB
~Get Your Files Here !/034. Chapter 6. Neuroevolution optimization.mp4
17 MB
~Get Your Files Here !/035. Chapter 6. Genetic algorithms as deep learning optimizers.mp4
14 MB
~Get Your Files Here !/036. Chapter 6. Other evolutionary methods for neurooptimization.mp4
7.4 MB
~Get Your Files Here !/037. Chapter 6. Applying neuroevolution optimization to Keras.mp4
13 MB
~Get Your Files Here !/038. Chapter 6. Understanding the limits of evolutionary optimization.mp4
9.5 MB
~Get Your Files Here !/039. Chapter 6. Summary.mp4
4.1 MB
~Get Your Files Here !/040. Chapter 7. Evolutionary convolutional neural networks.mp4
29 MB
~Get Your Files Here !/041. Chapter 7. Encoding a network architecture in genes.mp4
14 MB
~Get Your Files Here !/042. Chapter 7. Creating the mating crossover operation.mp4
10 MB
~Get Your Files Here !/043. Chapter 7. Developing a custom mutation operator.mp4
13 MB
~Get Your Files Here !/044. Chapter 7. Evolving convolutional network architecture.mp4
18 MB
~Get Your Files Here !/045. Chapter 7. Summary.mp4
3.7 MB
~Get Your Files Here !/046. Part 3. Advanced applications.mp4
4.9 MB
~Get Your Files Here !/047. Chapter 8. Evolving autoencoders.mp4
30 MB
~Get Your Files Here !/048. Chapter 8. Evolutionary AE optimization.mp4
18 MB
~Get Your Files Here !/049. Chapter 8. Mating and mutating the autoencoder gene sequence.mp4
9.8 MB
~Get Your Files Here !/050. Chapter 8. Evolving an autoencoder.mp4
9.7 MB
~Get Your Files Here !/051. Chapter 8. Building variational autoencoders.mp4
30 MB
~Get Your Files Here !/052. Chapter 8. Summary.mp4
5.1 MB
~Get Your Files Here !/053. Chapter 9. Generative deep learning and evolution.mp4
29 MB
~Get Your Files Here !/054. Chapter 9. The challenges of training a GAN.mp4
29 MB
~Get Your Files Here !/055. Chapter 9. Fixing GAN problems with Wasserstein loss.mp4
14 MB
~Get Your Files Here !/056. Chapter 9. Encoding the Wasserstein DCGAN for evolution.mp4
15 MB
~Get Your Files Here !/057. Chapter 9. Optimizing the DCGAN with genetic algorithms.mp4
11 MB
~Get Your Files Here !/058. Chapter 9. Summary.mp4
3.7 MB
~Get Your Files Here !/059. Chapter 10. NEAT NeuroEvolution of Augmenting Topologies.mp4
24 MB
~Get Your Files Here !/060. Chapter 10. Visualizing an evolved NEAT network.mp4
11 MB
~Get Your Files Here !/061. Chapter 10. Exercising the capabilities of NEAT.mp4
15 MB
~Get Your Files Here !/062. Chapter 10. Exercising NEAT to classify images.mp4
17 MB
~Get Your Files Here !/063. Chapter 10. Uncovering the role of speciation in evolving topologies.mp4
24 MB
~Get Your Files Here !/064. Chapter 10. Summary.mp4
3.3 MB
~Get Your Files Here !/065. Chapter 11. Evolutionary learning with NEAT.mp4
32 MB
~Get Your Files Here !/066. Chapter 11. Exploring complex problems from the OpenAI Gym.mp4
15 MB
~Get Your Files Here !/067. Chapter 11. Solving reinforcement learning problems with NEAT.mp4
15 MB
~Get Your Files Here !/068. Chapter 11. Solving Gym’s lunar lander problem with NEAT agents.mp4
16 MB
~Get Your Files Here !/069. Chapter 11. Solving Gym’s lunar lander problem with a deep Q-network.mp4
16 MB
~Get Your Files Here !/070. Chapter 11. Summary.mp4
3.6 MB
~Get Your Files Here !/071. Chapter 12. Evolutionary machine learning and beyond.mp4
25 MB
~Get Your Files Here !/072. Chapter 12. Revisiting reinforcement learning with Geppy.mp4
16 MB
~Get Your Files Here !/073. Chapter 12. Introducing instinctual learning.mp4
35 MB
~Get Your Files Here !/074. Chapter 12. Generalized learning with genetic programming.mp4
25 MB
~Get Your Files Here !/075. Chapter 12. The future of evolutionary machine learning.mp4
22 MB
~Get Your Files Here !/076. Chapter 12. Generalization with instinctual deep and deep reinforcement learning.mp4
20 MB
~Get Your Files Here !/077. Chapter 12. Summary.mp4
4.0 MB
~Get Your Files Here !/Bonus Resources.txt
386 B