Oreilly - Evolutionary Deep Learning, Video Edition

Files Included :

001 Part 1 Getting started.mp4 (3.36 MB)
MP4
002 Chapter 1 Introducing evolutionary deep learning.mp4 (30.46 MB)
MP4
003 Chapter 1 The why and where of evolutionary deep learning.mp4 (3.59 MB)
MP4
004 Chapter 1 The need for deep learning optimization.mp4 (13.29 MB)
MP4
005 Chapter 1 Automating optimization with automated machine learning.mp4 (19.94 MB)
MP4
006 Chapter 1 Applications of evolutionary deep learning.mp4 (15.97 MB)
MP4
007 Chapter 1 Summary.mp4 (3.18 MB)
MP4
008 Chapter 2 Introducing evolutionary computation.mp4 (13.54 MB)
MP4
009 Chapter 2 Simulating life with Python.mp4 (10.18 MB)
MP4
010 Chapter 2 Life simulation as optimization.mp4 (11.9 MB)
MP4
011 Chapter 2 Adding evolution to the life simulation.mp4 (26.01 MB)
MP4
012 Chapter 2 Genetic algorithms in Python.mp4 (48.43 MB)
MP4
013 Chapter 2 Summary.mp4 (7.37 MB)
MP4
014 Chapter 3 Introducing genetic algorithms with DEAP.mp4 (20.05 MB)
MP4
015 Chapter 3 Solving the Queen's Gambit.mp4 (15.06 MB)
MP4
016 Chapter 3 Helping a traveling salesman.mp4 (23.51 MB)
MP4
017 Chapter 3 Selecting genetic operators for improved evolution.mp4 (27.5 MB)
MP4
018 Chapter 3 Painting with the EvoLisa.mp4 (19.52 MB)
MP4
019 Chapter 3 Summary.mp4 (5.51 MB)
MP4
020 Chapter 4 More evolutionary computation with DEAP.mp4 (35.61 MB)
MP4
021 Chapter 4 Particle swarm optimization with DEAP.mp4 (18.01 MB)
MP4
022 Chapter 4 Coevolving solutions with DEAP.mp4 (22.51 MB)
MP4
023 Chapter 4 Evolutionary strategies with DEAP.mp4 (30.29 MB)
MP4
024 Chapter 4 Differential evolution with DEAP.mp4 (19.43 MB)
MP4
025 Chapter 4 Summary.mp4 (3.86 MB)
MP4
026 Part 2 Optimizing deep learning.mp4 (2.41 MB)
MP4
027 Chapter 5 Automating hyperparameter optimization.mp4 (36.65 MB)
MP4
028 Chapter 5 Automating HPO with random search.mp4 (22.23 MB)
MP4
029 Chapter 5 Grid search and HPO.mp4 (21.9 MB)
MP4
030 Chapter 5 Evolutionary computation for HPO.mp4 (21.41 MB)
MP4
031 Chapter 5 Genetic algorithms and evolutionary strategies for HPO.mp4 (20.35 MB)
MP4
032 Chapter 5 Differential evolution for HPO.mp4 (13.98 MB)
MP4
033 Chapter 5 Summary.mp4 (4.15 MB)
MP4
034 Chapter 6 Neuroevolution optimization.mp4 (16.65 MB)
MP4
035 Chapter 6 Genetic algorithms as deep learning optimizers.mp4 (13.69 MB)
MP4
036 Chapter 6 Other evolutionary methods for neurooptimization.mp4 (7.41 MB)
MP4
037 Chapter 6 Applying neuroevolution optimization to Keras.mp4 (13.32 MB)
MP4
038 Chapter 6 Understanding the limits of evolutionary optimization.mp4 (9.54 MB)
MP4
039 Chapter 6 Summary.mp4 (4.1 MB)
MP4
040 Chapter 7 Evolutionary convolutional neural networks.mp4 (28.7 MB)
MP4
041 Chapter 7 Encoding a network architecture in genes.mp4 (14.21 MB)
MP4
042 Chapter 7 Creating the mating crossover operation.mp4 (10.21 MB)
MP4
043 Chapter 7 Developing a custom mutation operator.mp4 (12.98 MB)
MP4
044 Chapter 7 Evolving convolutional network architecture.mp4 (17.46 MB)
MP4
045 Chapter 7 Summary.mp4 (3.72 MB)
MP4
046 Part 3 Advanced applications.mp4 (4.94 MB)
MP4
047 Chapter 8 Evolving autoencoders.mp4 (30.48 MB)
MP4
048 Chapter 8 Evolutionary AE optimization.mp4 (17.6 MB)
MP4
049 Chapter 8 Mating and mutating the autoencoder gene sequence.mp4 (9.8 MB)
MP4
050 Chapter 8 Evolving an autoencoder.mp4 (9.69 MB)
MP4
051 Chapter 8 Building variational autoencoders.mp4 (29.81 MB)
MP4
052 Chapter 8 Summary.mp4 (5.07 MB)
MP4
053 Chapter 9 Generative deep learning and evolution.mp4 (29.26 MB)
MP4
054 Chapter 9 The challenges of training a GAN.mp4 (29.43 MB)
MP4
055 Chapter 9 Fixing GAN problems with Wasserstein loss.mp4 (13.76 MB)
MP4
056 Chapter 9 Encoding the Wasserstein DCGAN for evolution.mp4 (14.65 MB)
MP4
057 Chapter 9 Optimizing the DCGAN with genetic algorithms.mp4 (11.2 MB)
MP4
058 Chapter 9 Summary.mp4 (3.71 MB)
MP4
059 Chapter 10 NEAT NeuroEvolution of Augmenting Topologies.mp4 (24.4 MB)
MP4
060 Chapter 10 Visualizing an evolved NEAT network.mp4 (10.66 MB)
MP4
061 Chapter 10 Exercising the capabilities of NEAT.mp4 (15.29 MB)
MP4
062 Chapter 10 Exercising NEAT to classify images.mp4 (17.45 MB)
MP4
063 Chapter 10 Uncovering the role of speciation in evolving topologies.mp4 (24.09 MB)
MP4
064 Chapter 10 Summary.mp4 (3.26 MB)
MP4
065 Chapter 11 Evolutionary learning with NEAT.mp4 (32.39 MB)
MP4
066 Chapter 11 Exploring complex problems from the OpenAI Gym.mp4 (15.29 MB)
MP4
067 Chapter 11 Solving reinforcement learning problems with NEAT.mp4 (14.71 MB)
MP4
068 Chapter 11 Solving Gym's lunar lander problem with NEAT agents.mp4 (16.52 MB)
MP4
069 Chapter 11 Solving Gym's lunar lander problem with a deep Q-network.mp4 (16.31 MB)
MP4
070 Chapter 11 Summary.mp4 (3.63 MB)
MP4
071 Chapter 12 Evolutionary machine learning and beyond.mp4 (25.07 MB)
MP4
072 Chapter 12 Revisiting reinforcement learning with Geppy.mp4 (15.55 MB)
MP4
073 Chapter 12 Introducing instinctual learning.mp4 (34.59 MB)
MP4
074 Chapter 12 Generalized learning with genetic programming.mp4 (24.64 MB)
MP4
075 Chapter 12 The future of evolutionary machine learning.mp4 (22.43 MB)
MP4
076 Chapter 12 Generalization with instinctual deep and deep reinforcement learning.mp4 (19.81 MB)
MP4
077 Chapter 12 Summary.mp4 (4.02 MB)
MP4