-
+
Deep Learning with Keras and TFlow
+
-
Tutorial @ EuroScipy 2016
-
-
-
+
##### Yam Peleg, Valerio Maggio
# Goal of this Tutorial
@@ -18,78 +12,9 @@
- **Understand** how easy is to do basic and *advanced* DL models in Keras;
- **Examples and Hand-on Excerises** along the way.
-## Source
-
-https://github.com/leriomaggio/deep-learning-keras-euroscipy2016/
---
-
-# (Tentative) Schedule
-
-## Attention: Spoilers Warning!
-
-
-- **Setup** (`10 mins`)
-
-- **Part I**: **Introduction** (`~65 mins`)
-
- - Intro to ANN (`~20 mins`)
- - naive pure-Python implementation
- - fast forward, sgd, backprop
-
- - Intro to Theano (`15 mins`)
- - Model + SGD with Theano
-
- - Introduction to Keras (`30 mins`)
- - Overview and main features
- - Theano backend
- - Tensorflow backend
- - Multi-Layer Perceptron and Fully Connected
- - Examples with `keras.models.Sequential` and `Dense`
- - HandsOn: MLP with keras
-
-- **Coffe Break** (`30 mins`)
-
-- **Part II**: **Supervised Learning and Convolutional Neural Nets** (`~45 mins`)
-
- - Intro: Focus on Image Classification (`5 mins`)
-
- - Intro to CNN (`25 mins`)
- - meaning of convolutional filters
- - examples from ImageNet
- - Meaning of dimensions of Conv filters (through an exmple of ConvNet)
- - Visualising ConvNets
- - HandsOn: ConvNet with keras
-
- - Advanced CNN (`10 mins`)
- - Dropout
- - MaxPooling
- - Batch Normalisation
-
- - Famous Models in Keras (likely moved somewhere else) (`10 mins`)
- (ref: https://github.com/fchollet/deep-learning-models)
- - VGG16
- - VGG19
- - ResNet50
- - Inception v3
- - HandsOn: Fine tuning a network on new dataset
-
-- **Part III**: **Unsupervised Learning** (`10 mins`)
-
- - AutoEncoders (`5 mins`)
- - word2vec & doc2vec (gensim) & `keras.datasets` (`5 mins`)
- - `Embedding`
- - word2vec and CNN
- - Exercises
-
-- **Part IV**: **Advanced Materials** (`20 mins`)
- - RNN and LSTM (`10 mins`)
- - RNN, LSTM, GRU
- - Example of RNN and LSTM with Text (`~10 mins`) -- *Tentative*
- - HandsOn: IMDB
-
-- **Wrap up and Conclusions** (`5 mins`)
-
+### !!!PROGRAM WILL BE PUBLISHED HERE!!!
---
# Requirements
@@ -132,9 +57,27 @@ I'm currently running this tutorial with **Python 3** on **Anaconda**
# How to set up your environment
+
The quickest and simplest way to setup the environment is to use [conda](https://store.continuum.io) environment manager.
+Download Anaconda 4.2.0 (based on python 3.5) here:
++ Mac OSX 64Bit (https://repo.continuum.io/archive/Anaconda3-4.2.0-MacOSX-x86_64.sh)
++ Linux 64Bit (https://repo.continuum.io/archive/Anaconda2-4.2.0-Linux-x86_64.sh)
-We provide in the materials a `deep-learning.yml` that is complete and **ready to use** to set up your virtual environment with conda.
+If you need anaconda for different archs please refers to: https://repo.continuum.io/archive/index.html
+
+To install anaconda:
+```bash
+bash Anaconda3-4.2.0-MacOSX-x86_64.sh [mac users]
+bash Anaconda2-4.2.0-Linux-x86_64.sh [linux users]
+```
+
+
+#### For Windows Users
+**We never tested the env on windows machines**. If you want you can install Anaconda (https://repo.continuum.io/archive/Anaconda2-4.2.0-Windows-x86_64.exe) for windows and create your env manually (https://conda.io/docs/using/envs.html#create-an-environment).
+In ```envs/packages_list.txt``` you can find all the software you need to install within your virtual environment.
+
+
+We provide in the materials a `envs/deep-learning-linux.yml` for linux users `envs/deep-learning-osx.yml` for mac users that is complete and **ready to use** to set up your virtual environment with conda.
```python
@@ -300,23 +243,25 @@ We provide in the materials a `deep-learning.yml` that is complete and **ready t
- wcwidth==0.1.7
- wheel==0.29.0
- widgetsnbextension==1.2.6
- prefix: /home/valerio/anaconda3/envs/deep-learning
-
+
# Recreate the Conda Environment
+#### Preface
+For first clone this repo ```git clone https://gitlab.fbk.eu/MPBA/deep-learning-keras-tensorflow.git``` and then enter into deep-learning-keras-tensorflow directory.
+
#### A. Create the Environment
```
-conda env create -f deep-learning.yml # this file is for Linux channels.
+conda env create -f envs/deep-learning-linux.yml # this file is for Linux channels.
```
If you're using a **Mac OSX**, we also provided in the repo the conda file
that is compatible with `osx-channels`:
```
-conda env create -f deep-learning-osx.yml # this file is for OSX channels.
+conda env create -f envs/deep-learning-osx.yml # this file is for OSX channels.
```
#### B. Activate the new `deep-learning` Environment
@@ -365,14 +310,30 @@ cnmem=.90
### 3. Installing Tensorflow as backend
+For Linux Users
+`!!!SELECT THE whl FILE ACCORDING TO YOUR HARDWARE!!!`
```shell
# Ubuntu/Linux 64-bit, GPU enabled, Python 3.5
# Requires CUDA toolkit 7.5 and CuDNN v4. For other versions, see "Install from sources" below.
export TF_BINARY_URL=https://storage.googleapis.com/tensorflow/linux/gpu/tensorflow-0.10.0rc0-cp35-cp35m-linux_x86_64.whl
+# Ubuntu/Linux 64-bit, CPU only, Python 3.5
+export TF_BINARY_URL=https://storage.googleapis.com/tensorflow/linux/cpu/tensorflow-0.10.0-cp34-cp34m-linux_x86_64.whl
+
pip install --ignore-installed --upgrade $TF_BINARY_URL
```
+For Mac OSX Users
+`!!!SELECT THE whl FILE ACCORDING TO YOUR HARDWARE!!!`
+```shell
+# Mac OS X, CPU only, Python 3.4 or 3.5:
+export TF_BINARY_URL=https://storage.googleapis.com/tensorflow/mac/cpu/tensorflow-0.10.0-py3-none-any.whl
+
+# Mac OS X, GPU enabled, Python 3.4 or 3.5:
+export TF_BINARY_URL=https://storage.googleapis.com/tensorflow/mac/gpu/tensorflow-0.10.0-py3-none-any.whl
+
+pip install --ignore-installed --upgrade $TF_BINARY_URL
+```
**More on [tensorflow documentation](https://www.tensorflow.org/versions/r0.10/get_started/os_setup.html)**
---
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diff --git a/data/test.csv b/data/test.csv
new file mode 100644
index 0000000..2c31158
--- /dev/null
+++ b/data/test.csv
@@ -0,0 +1,144369 @@
+id,feat_1,feat_2,feat_3,feat_4,feat_5,feat_6,feat_7,feat_8,feat_9,feat_10,feat_11,feat_12,feat_13,feat_14,feat_15,feat_16,feat_17,feat_18,feat_19,feat_20,feat_21,feat_22,feat_23,feat_24,feat_25,feat_26,feat_27,feat_28,feat_29,feat_30,feat_31,feat_32,feat_33,feat_34,feat_35,feat_36,feat_37,feat_38,feat_39,feat_40,feat_41,feat_42,feat_43,feat_44,feat_45,feat_46,feat_47,feat_48,feat_49,feat_50,feat_51,feat_52,feat_53,feat_54,feat_55,feat_56,feat_57,feat_58,feat_59,feat_60,feat_61,feat_62,feat_63,feat_64,feat_65,feat_66,feat_67,feat_68,feat_69,feat_70,feat_71,feat_72,feat_73,feat_74,feat_75,feat_76,feat_77,feat_78,feat_79,feat_80,feat_81,feat_82,feat_83,feat_84,feat_85,feat_86,feat_87,feat_88,feat_89,feat_90,feat_91,feat_92,feat_93
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