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rasbt committed Nov 21, 2019
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4 changes: 2 additions & 2 deletions ch17/ch17_optional_DCGAN.ipynb
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"cell_type": "markdown",
"metadata": {},
"source": [
"# Chapter 17: Synthesizing New Data with Generative Adversarial Networks (Optional, DCGAN)"
"# Chapter 17 - Generative Adversarial Networks for Synthesizing New Data (Optional, DCGAN)"
]
},
{
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"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.4"
"version": "3.7.1"
}
},
"nbformat": 4,
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2 changes: 1 addition & 1 deletion ch17/ch17_optional_DCGAN.py
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#
# Code License: [MIT License](https://github.com/rasbt/python-machine-learning-book-3rd-edition/blob/master/LICENSE.txt)

# # Chapter 17: Generative Adversarial Networks (Optional, DCGAN)
# # Chapter 17 - Generative Adversarial Networks for Synthesizing New Data (Optional, DCGAN)

# Note that the optional watermark extension is a small IPython notebook plugin that I developed to make the code reproducible. You can just skip the following line(s).

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12 changes: 3 additions & 9 deletions ch17/ch17_part1.ipynb
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"cell_type": "markdown",
"metadata": {},
"source": [
"# Chapter 17: Synthesizing New Data with Generative Adversarial Networks (Part 1/2)"
"# Chapter 17 - Generative Adversarial Networks for Synthesizing New Data (Part 1/2)"
]
},
{
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"Epoch 088 | ET 49.63 min | Avg Losses >> G/D 0.9061/1.3163 [D-Real: 0.6606 D-Fake: 0.6557]\n",
"Epoch 089 | ET 50.19 min | Avg Losses >> G/D 0.9138/1.3179 [D-Real: 0.6608 D-Fake: 0.6571]\n",
"Epoch 090 | ET 50.75 min | Avg Losses >> G/D 0.9168/1.3117 [D-Real: 0.6577 D-Fake: 0.6540]\n",
"Epoch 091 | ET 51.32 min | Avg Losses >> G/D 0.9136/1.3244 [D-Real: 0.6627 D-Fake: 0.6617]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch 091 | ET 51.32 min | Avg Losses >> G/D 0.9136/1.3244 [D-Real: 0.6627 D-Fake: 0.6617]\n",
"Epoch 092 | ET 51.89 min | Avg Losses >> G/D 0.9016/1.3206 [D-Real: 0.6622 D-Fake: 0.6584]\n",
"Epoch 093 | ET 52.46 min | Avg Losses >> G/D 0.9014/1.3204 [D-Real: 0.6644 D-Fake: 0.6560]\n",
"Epoch 094 | ET 53.01 min | Avg Losses >> G/D 0.9268/1.3179 [D-Real: 0.6574 D-Fake: 0.6605]\n",
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"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.4"
"version": "3.7.1"
}
},
"nbformat": 4,
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2 changes: 1 addition & 1 deletion ch17/ch17_part1.py
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#
# Code License: [MIT License](https://github.com/rasbt/python-machine-learning-book-3rd-edition/blob/master/LICENSE.txt)

# # Chapter 17: Generative Adversarial Networks (Part 1/2)
# # Chapter 17 - Generative Adversarial Networks for Synthesizing New Data (Part 1/2)

# Note that the optional watermark extension is a small IPython notebook plugin that I developed to make the code reproducible. You can just skip the following line(s).

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4 changes: 2 additions & 2 deletions ch17/ch17_part2.ipynb
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"cell_type": "markdown",
"metadata": {},
"source": [
"# Chapter 17: Synthesizing New Data with Generative Adversarial Networks (Part 2/2)"
"# Chapter 17 - Generative Adversarial Networks for Synthesizing New Data (Part 2/2)"
]
},
{
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"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.4"
"version": "3.7.1"
}
},
"nbformat": 4,
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2 changes: 1 addition & 1 deletion ch17/ch17_part2.py
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#
# Code License: [MIT License](https://github.com/rasbt/python-machine-learning-book-3rd-edition/blob/master/LICENSE.txt)

# # Chapter 17: Generative Adversarial Networks (Part 2/2)
# # Chapter 17 - Generative Adversarial Networks for Synthesizing New Data (Part 2/2)

# Note that the optional watermark extension is a small IPython notebook plugin that I developed to make the code reproducible. You can just skip the following line(s).

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6 changes: 3 additions & 3 deletions ch18/cartpole/main.py
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#
# Code License: MIT License (https://github.com/rasbt/python-machine-learning-book-3rd-edition/blob/master/LICENSE.txt)

############################################################################
# Chapter 18: Reinforcement Learning
############################################################################
#################################################################################
# Chapter 18 - Reinforcement Learning for Decision Making in Complex Environments
#################################################################################

# Script: carpole/main.py

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2 changes: 1 addition & 1 deletion ch18/ch18.ipynb
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"cell_type": "markdown",
"metadata": {},
"source": [
"# Chapter 18: Using Reinforcement Learning for Decision Making in Complex Environments"
"# Chapter 18 - Reinforcement Learning for Decision Making in Complex Environments"
]
},
{
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6 changes: 3 additions & 3 deletions ch18/gridworld/agent.py
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#
# Code License: MIT License (https://github.com/rasbt/python-machine-learning-book-3rd-edition/blob/master/LICENSE.txt)

############################################################################
# Chapter 18: Reinforcement Learning
############################################################################
#################################################################################
# Chapter 18 - Reinforcement Learning for Decision Making in Complex Environments
#################################################################################

# Script: agent.py

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6 changes: 3 additions & 3 deletions ch18/gridworld/gridworld_env.py
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#
# Code License: MIT License (https://github.com/rasbt/python-machine-learning-book-3rd-edition/blob/master/LICENSE.txt)

############################################################################
# Chapter 18: Reinforcement Learning
############################################################################
#################################################################################
# Chapter 18 - Reinforcement Learning for Decision Making in Complex Environments
#################################################################################

# Script: gridworld_env.py

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6 changes: 3 additions & 3 deletions ch18/gridworld/qlearning.py
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#
# Code License: MIT License (https://github.com/rasbt/python-machine-learning-book-3rd-edition/blob/master/LICENSE.txt)

############################################################################
# Chapter 18: Reinforcement Learning
############################################################################
#################################################################################
# Chapter 18 - Reinforcement Learning for Decision Making in Complex Environments
#################################################################################

# Script: qlearning.py

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