update 11/16 (#9)

* Update dcgan.py (aymericdamien#320)

correct some misunderstanding comments

* add new examples

* update docs

* small fixes

* fix docs

* add word2vec for TF2.0

* Update tensorflow v2 installation

* A minor mistake in cross entropy loss (aymericdamien#357)

tf.reduce_mean(-tf.reduce_sum(y_true * tf.math.log(y_pred),1)) or else it simply finds the sum and the reduced mean remains the sum itself.

* Update convolutional_network_raw.ipynb (aymericdamien#366)

* Update neural_network.ipynb (aymericdamien#361)

Add the missing fully connected layer 2 in the RNN example

* output layer aactivation, add fc2 in call (aymericdamien#358)

softmax applied during training phase to output layer and fc2 layer is unused

Co-authored-by: Aymeric Damien <aymeric.damien@gmail.com>

* make TensorFlow 2 examples compatible with Python 3 (aymericdamien#339)

* update docs (aymericdamien#367)

* Modify tf2 linear regression loss function (aymericdamien#371)

* Modify linear regression loss function (aymericdamien#373)

* Modify tf2 linear regression loss function

* neural_network.ipynp syntax error has been corrected

* fix links in README of TensorFlow_v1 (aymericdamien#374)

* Update README.md

* Update README.md

* Update README.md

* Fix links

* Update README.md

* add GBDT example (aymericdamien#379)

* Add tensorboard example (aymericdamien#381)

* add tensorboard example

* fix desc

* add tensorboard run cmd

* fix ml intro

* fix ml intro

* Fix ML intro notebook (aymericdamien#382)

* fix ml intro

* fix ml intro

* Update bidirectional_rnn.ipynb (aymericdamien#380)

Replace broken link for Sepp Hochreiter & Jurgen Schmidhuber's LSTM document.

* MultiGPU Training Example (aymericdamien#387)

* fix ml intro

* fix ml intro

* add multi gpu example

* add multi gpu example

* fix multigpu typo

Co-authored-by: 陈敏华 <chenmh@shanghaitech.edu.cn>
Co-authored-by: aymericdamien <aymeric.damien@gmail.com>
Co-authored-by: Nikhil Kilari <36819773+kilarinikhil@users.noreply.github.com>
Co-authored-by: lkdmttg7 <inprovertmer07@gmail.com>
Co-authored-by: Dragon-Yu <769888056@qq.com>
Co-authored-by: Sebastian Stein <seb.kde@hpfsc.de>
Co-authored-by: Hossein Sheikhi Darani <64957461+HosseinSheikhi@users.noreply.github.com>
Co-authored-by: Qingxu Zhu <49614979+ZQX323@users.noreply.github.com>
Co-authored-by: LCB0B <slavonie@gmail.com>

examples/README.md

@@ -0,0 +1,5 @@
+## Deprecated - Please Read
+
+Due to TensorFlow radically changing their API in v2, the examples index have been split between [v1](../tensorflow_v1) and [v2](../tensorflow_v2).
+
+The following examples are the original TF v1 examples, and will be deprecated entirely in favor of [tensorflow_v1](../tensorflow_v1) directory in a future release.

notebooks/3_NeuralNetworks/bidirectional_rnn.ipynb

@@ -21,7 +21,7 @@
     "<img src=\"https://ai2-s2-public.s3.amazonaws.com/figures/2016-11-08/191dd7df9cb91ac22f56ed0dfa4a5651e8767a51/1-Figure2-1.png\" alt=\"nn\" style=\"width: 600px;\"/>\n",
     "\n",
     "References:\n",
-    "- [Long Short Term Memory](http://deeplearning.cs.cmu.edu/pdfs/Hochreiter97_lstm.pdf), Sepp Hochreiter & Jurgen Schmidhuber, Neural Computation 9(8): 1735-1780, 1997.\n",
+    "- [Long Short Term Memory](https://www.researchgate.net/profile/Sepp_Hochreiter/publication/13853244_Long_Short-term_Memory/links/5700e75608aea6b7746a0624/Long-Short-term-Memory.pdf), Sepp Hochreiter & Jurgen Schmidhuber, Neural Computation 9(8): 1735-1780, 1997.\n",
     "\n",
     "## MNIST Dataset Overview\n",
     "\n",