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Add final touches to notebooks and missing image
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@rragundez
rragundez committed May 24, 2018
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17 changes: 6 additions & 11 deletions 00_course_introduction.ipynb
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"- Deep learning trainer (bol.com, Delhaize, AH, )\n",
"- Deel learning enthusiast (blog posts, Spark + AI summit, Big Data Expo)\n",
"\n",
"Twitter handle: @rragundez\n",
"Twitter handle: [@rragundez](https://twitter.com/rragundez)\n",
"\n",
"\n",
"![footer_logo](images/logo.png)"
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"- Learn the basic theory about deep learning.\n",
"- Learn the Keras sequential API concepts.\n",
"- Learn how to build a model in Keras.\n",
"- Learn how to assess deep learning models using the Keras API.\n",
"- Learn to implement transfer learning in Keras.\n",
"\n",
"![footer_logo](images/logo.png)"
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]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"____"
]
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
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57 changes: 20 additions & 37 deletions 01_deep_learning_basics.ipynb
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}
},
"source": [
"# Deep learning basics\n",
"# Deep Learning basics\n",
"\n",
"- Rodrigo Agundez\n",
"- Amsterdam @ Booking.com\n",
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}
},
"source": [
"# Deep learning over the years\n",
"# Deep Learning over the years\n",
"\n",
"![three_quarters center](images/dl_timeline.png)\n",
"![footer_logo](images/logo.png)"
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"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
"slide_type": "subslide"
}
},
"source": [
"# Deep learning over the years\n",
"# Deep Learning over the years\n",
"\n",
"- 1958 - Percentron unit - Frank Rosenblatt\n",
"- **1986 - Backpropagation - Geoffrey Hinton**\n",
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"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
"slide_type": "subslide"
}
},
"source": [
"# Deep learning over the years\n",
"# Deep Learning over the years\n",
"\n",
"![three_quarters center](images/lecunn_quote.jpg)\n",
"\n",
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}
},
"source": [
"# Deep neural network\n",
"# Deep Neural Network\n",
"\n",
"\n",
"![left half](images/neurons.jpg)\n",
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"source": [
"# Artificial neuron\n",
"\n",
"![artificial_neuron center](images/artificial_neuron.jpg)\n",
"![artificial_neuron center half](images/artificial_neuron.jpg)\n",
"\n",
"\n",
"![footer_logo](images/logo.png)"
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"# Typical training flow\n",
"\n",
"\n",
"![center](images/model_diagram.gif)\n",
"![center half](images/model_diagram.gif)\n",
"\n",
"<sub>*Ryszard Tadeusiewcz \"Sieci neuronowe\", Kraków 1992*</sub>"
]
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"source": [
"# Forward pass\n",
"\n",
"![center](images/forward_pass_0.gif)\n",
"![center half](images/forward_pass_0.gif)\n",
"\n",
"<sub>*Ryszard Tadeusiewcz \"Sieci neuronowe\", Kraków 1992*</sub>"
]
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"# Forward pass\n",
"\n",
"\n",
"![center](images/forward_pass_1.gif)\n",
"![center half](images/forward_pass_1.gif)\n",
"\n",
"<sub>*Ryszard Tadeusiewcz \"Sieci neuronowe\", Kraków 1992*</sub>"
]
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"# Forward pass\n",
"\n",
"\n",
"![center](images/forward_pass_2.gif)\n",
"![center half](images/forward_pass_2.gif)\n",
"\n",
"<sub>*Ryszard Tadeusiewcz \"Sieci neuronowe\", Kraków 1992*</sub>"
]
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"# Backpropagation\n",
"\n",
"\n",
"![center](images/backpropagation_0.gif)\n",
"![center half](images/backpropagation_0.gif)\n",
"\n",
"<sub>*Ryszard Tadeusiewcz \"Sieci neuronowe\", Kraków 1992*</sub>"
]
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"# Backpropagation\n",
"\n",
"\n",
"![center](images/backpropagation_1.gif)\n",
"![center half](images/backpropagation_1.gif)\n",
"\n",
"<sub>*Ryszard Tadeusiewcz \"Sieci neuronowe\", Kraków 1992*</sub>"
]
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"# Backpropagation\n",
"\n",
"\n",
"![center](images/backpropagation_2.gif)\n",
"![center half](images/backpropagation_2.gif)\n",
"\n",
"<sub>*Ryszard Tadeusiewcz \"Sieci neuronowe\", Kraków 1992*</sub>"
]
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"# Backpropagation\n",
"\n",
"\n",
"![center](images/backpropagation_3.gif)\n",
"![center half](images/backpropagation_3.gif)\n",
"\n",
"<sub>*Ryszard Tadeusiewcz \"Sieci neuronowe\", Kraków 1992*</sub>"
]
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"\n",
"![center quarter](images/logo.png)\n",
"<p style=\"text-align:center\">\n",
"Deep Learning - 3 Days <br>\n",
"Trainer: Rodrigo Agundez\n",
"</p>\n",
"\n",
"| \t| \t| \n",
"|-----------\t|----------------------\t|\n",
"| May \t| 23-25 \t| \n",
"| November \t| 21-23 \t|\n",
"|| \t| \t| \n",
"|------|-----------\t|----------------------\t|\n",
"|[Dutch Data Science Week: training special](https://www.eventbrite.nl/e/tickets-training-special-deep-learning-dutch-data-science-week-2018-44832464107)| May | 29 | \n",
"|[GoDataDriven 3-days Deep Learning](https://training.xebia.com/data-science/deep-learning/?__hstc=153823591.74dad2ca052e57b296078a5c290a2612.1526800565238.1526996056463.1527177906681.5&__hssc=153823591.1.1527177906681&__hsfp=4099784312) | November \t| 21-23 \t|\n",
"\n",
"- [email protected]\n",
"- [email protected]\n",
"- https://godatadriven.com/training-overview\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"- Frameworks\n",
" - [Evaluation of Deep Learning Toolkits](https://github.com/zer0n/deepframeworks/blob/master/README.md)\n",
" - [Deep Learning frameworks: a review before finishing 2016](https://medium.com/@ricardo.guerrero/deep-learning-frameworks-a-review-before-finishing-2016-5b3ab4010b06)\n",
" - [Automatic Differentiation and Neural Networks](https://people.cs.umass.edu/~domke/courses/sml2010/07autodiff_nnets.pdf)\n",
"- Infrastructure\n",
" - [GPU CLOUD COMPUTING](http://www.nvidia.com/object/gpu-cloud-computing.html)"
]
},
{
"cell_type": "markdown",
"metadata": {
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28 changes: 22 additions & 6 deletions 02_deep_learning_tools.ipynb
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}
},
"source": [
"# Deep learning tools\n",
"# Deep Learning tools\n",
"\n",
"- Rodrigo Agundez\n",
"- Amsterdam @ Booking.com\n",
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}
},
"source": [
"# Deep learning tools\n",
"# Deep Learning tools\n",
"\n",
"![tensorflow center](images/tensorflow.png)\n",
"![keras left half](images/keras.png)\n",
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"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
"slide_type": "subslide"
}
},
"source": [
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"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
"slide_type": "subslide"
}
},
"source": [
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"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
"slide_type": "subslide"
}
},
"source": [
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"![footer_logo](images/logo.png)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"- Frameworks\n",
" - [Evaluation of Deep Learning Toolkits](https://github.com/zer0n/deepframeworks/blob/master/README.md)\n",
" - [Deep Learning frameworks: a review before finishing 2016](https://medium.com/@ricardo.guerrero/deep-learning-frameworks-a-review-before-finishing-2016-5b3ab4010b06)\n",
" - [Automatic Differentiation and Neural Networks](https://people.cs.umass.edu/~domke/courses/sml2010/07autodiff_nnets.pdf)\n",
"- Infrastructure\n",
" - [GPU CLOUD COMPUTING](http://www.nvidia.com/object/gpu-cloud-computing.html)"
]
},
{
"cell_type": "markdown",
"metadata": {
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}
},
"source": [
"# [Next: Keras sequential API review](02_keras_sequential_api_review.ipynb)"
"# [Next: Basics of Keras sequential API](03_basics_of_keras_sequential_api.ipynb)"
]
}
],
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