fixed notebooks views on github

GokuMohandas · Feb 15, 2020 · 44ca740 · 44ca740
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diff --git a/.gitignore b/.gitignore
@@ -1,5 +1,6 @@
 # Mac files
 *.DS_Store
+.vscode
 
 # Byte-compiled / optimized / DLL files
 __pycache__/
@@ -52,7 +53,7 @@ htmlcov/
 .cache
 nosetests.xml
 coverage.xml
-*,cover
+*.cover
 .hypothesis/
 *.pytest_cache
 

diff --git a/README.md b/README.md
@@ -1,16 +1,16 @@
 <div align="center">
-<a href="https://practicalai.me"><img src="https://raw.githubusercontent.com/practicalAI/images/master/images/logo.png" width="200" /></a>
+<img src="https://raw.githubusercontent.com/practicalAI/images/master/images/logo.png" width="200" />
 
 A <i><b>practical</b></i> approach to machine learning.
 
 <a class="ai-header-badge" target="_blank" href="https://github.com/practicalAI/practicalAI">
 <img class="ai-header-badge-img" src="https://img.shields.io/github/stars/practicalAI/practicalAI.svg?style=social&label=Star">
 </a>
-<a class="ai-header-badge" target="_blank" href="https://www.linkedin.com/company/practicalai-me">
+<a class="ai-header-badge" target="_blank" href="https://www.linkedin.com/company/madewithml">
 <img src="https://img.shields.io/badge/style--5eba00.svg?label=LinkedIn&logo=linkedin&style=social">
 </a>
-<a class="ai-header-badge" target="_blank" href="https://twitter.com/practicalAIme">
-<img class="ai-header-badge-img" src="https://img.shields.io/twitter/follow/practicalAIme.svg?label=Follow&style=social">
+<a class="ai-header-badge" target="_blank" href="https://twitter.com/madewithml">
+<img class="ai-header-badge-img" src="https://img.shields.io/twitter/follow/madewithml.svg?label=Follow&style=social">
 </a>
 
 <sub>Created by
@@ -23,9 +23,6 @@ contributors
 
 ## Notebooks
 <ul>
-    <li>
-        🌎 → <a href="https://practicalai.me">https://practicalai.me</a>
-    </li>
     <li>
         📚 Illustrative ML notebooks in <a href="https://tensorflow.org">TensorFlow 2.0 + Keras</a>.
     </li>

diff --git a/notebooks/basic_ml/00_Notebooks.ipynb b/notebooks/basic_ml/00_Notebooks.ipynb
@@ -320,10 +320,10 @@
         "\n",
         "<a class=\"ai-header-badge\" target=\"_blank\" href=\"https://github.com/practicalAI/practicalAI\">\n",
         "              <img src=\"https://img.shields.io/github/stars/practicalAI/practicalAI.svg?style=social&label=Star\"></a>&nbsp;\n",
-        "            <a class=\"ai-header-badge\" target=\"_blank\" href=\"https://www.linkedin.com/company/practicalai-me\">\n",
+        "            <a class=\"ai-header-badge\" target=\"_blank\" href=\"https://www.linkedin.com/company/madewithml\">\n",
         "              <img src=\"https://img.shields.io/badge/style--5eba00.svg?label=LinkedIn&logo=linkedin&style=social\"></a>&nbsp;\n",
-        "            <a class=\"ai-header-badge\" target=\"_blank\" href=\"https://twitter.com/practicalAIme\">\n",
-        "              <img src=\"https://img.shields.io/twitter/follow/practicalAIme.svg?label=Follow&style=social\">\n",
+        "            <a class=\"ai-header-badge\" target=\"_blank\" href=\"https://twitter.com/madewithml\">\n",
+        "              <img src=\"https://img.shields.io/twitter/follow/madewithml.svg?label=Follow&style=social\">\n",
         "            </a>\n",
         "              </div>\n",
         "\n",

diff --git a/notebooks/basic_ml/01_Python.ipynb b/notebooks/basic_ml/01_Python.ipynb
@@ -2449,10 +2449,10 @@
         "\n",
         "<a class=\"ai-header-badge\" target=\"_blank\" href=\"https://github.com/practicalAI/practicalAI\">\n",
         "              <img src=\"https://img.shields.io/github/stars/practicalAI/practicalAI.svg?style=social&label=Star\"></a>&nbsp;\n",
-        "            <a class=\"ai-header-badge\" target=\"_blank\" href=\"https://www.linkedin.com/company/practicalai-me\">\n",
+        "            <a class=\"ai-header-badge\" target=\"_blank\" href=\"https://www.linkedin.com/company/madewithml\">\n",
         "              <img src=\"https://img.shields.io/badge/style--5eba00.svg?label=LinkedIn&logo=linkedin&style=social\"></a>&nbsp;\n",
-        "            <a class=\"ai-header-badge\" target=\"_blank\" href=\"https://twitter.com/practicalAIme\">\n",
-        "              <img src=\"https://img.shields.io/twitter/follow/practicalAIme.svg?label=Follow&style=social\">\n",
+        "            <a class=\"ai-header-badge\" target=\"_blank\" href=\"https://twitter.com/madewithml\">\n",
+        "              <img src=\"https://img.shields.io/twitter/follow/madewithml.svg?label=Follow&style=social\">\n",
         "            </a>\n",
         "              </div>\n",
         "\n",

diff --git a/notebooks/basic_ml/02_NumPy.ipynb b/notebooks/basic_ml/02_NumPy.ipynb
@@ -1218,10 +1218,10 @@
         "\n",
         "<a class=\"ai-header-badge\" target=\"_blank\" href=\"https://github.com/practicalAI/practicalAI\">\n",
         "              <img src=\"https://img.shields.io/github/stars/practicalAI/practicalAI.svg?style=social&label=Star\"></a>&nbsp;\n",
-        "            <a class=\"ai-header-badge\" target=\"_blank\" href=\"https://www.linkedin.com/company/practicalai-me\">\n",
+        "            <a class=\"ai-header-badge\" target=\"_blank\" href=\"https://www.linkedin.com/company/madewithml\">\n",
         "              <img src=\"https://img.shields.io/badge/style--5eba00.svg?label=LinkedIn&logo=linkedin&style=social\"></a>&nbsp;\n",
-        "            <a class=\"ai-header-badge\" target=\"_blank\" href=\"https://twitter.com/practicalAIme\">\n",
-        "              <img src=\"https://img.shields.io/twitter/follow/practicalAIme.svg?label=Follow&style=social\">\n",
+        "            <a class=\"ai-header-badge\" target=\"_blank\" href=\"https://twitter.com/madewithml\">\n",
+        "              <img src=\"https://img.shields.io/twitter/follow/madewithml.svg?label=Follow&style=social\">\n",
         "            </a>\n",
         "              </div>\n",
         "\n",

diff --git a/notebooks/basic_ml/03_Pandas.ipynb b/notebooks/basic_ml/03_Pandas.ipynb
@@ -2205,10 +2205,10 @@
         "\n",
         "<a class=\"ai-header-badge\" target=\"_blank\" href=\"https://github.com/practicalAI/practicalAI\">\n",
         "              <img src=\"https://img.shields.io/github/stars/practicalAI/practicalAI.svg?style=social&label=Star\"></a>&nbsp;\n",
-        "            <a class=\"ai-header-badge\" target=\"_blank\" href=\"https://www.linkedin.com/company/practicalai-me\">\n",
+        "            <a class=\"ai-header-badge\" target=\"_blank\" href=\"https://www.linkedin.com/company/madewithml\">\n",
         "              <img src=\"https://img.shields.io/badge/style--5eba00.svg?label=LinkedIn&logo=linkedin&style=social\"></a>&nbsp;\n",
-        "            <a class=\"ai-header-badge\" target=\"_blank\" href=\"https://twitter.com/practicalAIme\">\n",
-        "              <img src=\"https://img.shields.io/twitter/follow/practicalAIme.svg?label=Follow&style=social\">\n",
+        "            <a class=\"ai-header-badge\" target=\"_blank\" href=\"https://twitter.com/madewithml\">\n",
+        "              <img src=\"https://img.shields.io/twitter/follow/madewithml.svg?label=Follow&style=social\">\n",
         "            </a>\n",
         "              </div>\n",
         "\n",

diff --git a/notebooks/basic_ml/04_Linear_Regression.ipynb b/notebooks/basic_ml/04_Linear_Regression.ipynb
@@ -2553,10 +2553,10 @@
         "\n",
         "<a class=\"ai-header-badge\" target=\"_blank\" href=\"https://github.com/practicalAI/practicalAI\">\n",
         "              <img src=\"https://img.shields.io/github/stars/practicalAI/practicalAI.svg?style=social&label=Star\"></a>&nbsp;\n",
-        "            <a class=\"ai-header-badge\" target=\"_blank\" href=\"https://www.linkedin.com/company/practicalai-me\">\n",
+        "            <a class=\"ai-header-badge\" target=\"_blank\" href=\"https://www.linkedin.com/company/madewithml\">\n",
         "              <img src=\"https://img.shields.io/badge/style--5eba00.svg?label=LinkedIn&logo=linkedin&style=social\"></a>&nbsp;\n",
-        "            <a class=\"ai-header-badge\" target=\"_blank\" href=\"https://twitter.com/practicalAIme\">\n",
-        "              <img src=\"https://img.shields.io/twitter/follow/practicalAIme.svg?label=Follow&style=social\">\n",
+        "            <a class=\"ai-header-badge\" target=\"_blank\" href=\"https://twitter.com/madewithml\">\n",
+        "              <img src=\"https://img.shields.io/twitter/follow/madewithml.svg?label=Follow&style=social\">\n",
         "            </a>\n",
         "              </div>\n",
         "\n",

diff --git a/notebooks/basic_ml/05_Logistic_Regression.ipynb b/notebooks/basic_ml/05_Logistic_Regression.ipynb
@@ -30,7 +30,8 @@
         "<div align=\"left\">\n",
         "<h1>Logistic Regression</h1>\n",
         "\n",
-        "In this lesson, we're going to implement logistic regression for a classification task where we want to probabilistically determine the outcome for a given set of inputs."
+        "In this lesson, we're going to implement logistic regression for a classification task where we want to probabilistically determine the outcome for a given set of inputs.",
+        "</div>"
       ]
     },
     {
@@ -2162,10 +2163,10 @@
         "\n",
         "<a class=\"ai-header-badge\" target=\"_blank\" href=\"https://github.com/practicalAI/practicalAI\">\n",
         "              <img src=\"https://img.shields.io/github/stars/practicalAI/practicalAI.svg?style=social&label=Star\"></a>&nbsp;\n",
-        "            <a class=\"ai-header-badge\" target=\"_blank\" href=\"https://www.linkedin.com/company/practicalai-me\">\n",
+        "            <a class=\"ai-header-badge\" target=\"_blank\" href=\"https://www.linkedin.com/company/madewithml\">\n",
         "              <img src=\"https://img.shields.io/badge/style--5eba00.svg?label=LinkedIn&logo=linkedin&style=social\"></a>&nbsp;\n",
-        "            <a class=\"ai-header-badge\" target=\"_blank\" href=\"https://twitter.com/practicalAIme\">\n",
-        "              <img src=\"https://img.shields.io/twitter/follow/practicalAIme.svg?label=Follow&style=social\">\n",
+        "            <a class=\"ai-header-badge\" target=\"_blank\" href=\"https://twitter.com/madewithml\">\n",
+        "              <img src=\"https://img.shields.io/twitter/follow/madewithml.svg?label=Follow&style=social\">\n",
         "            </a>\n",
         "              </div>\n",
         "\n",

diff --git a/notebooks/basic_ml/06_Multilayer_Perceptrons.ipynb b/notebooks/basic_ml/06_Multilayer_Perceptrons.ipynb
@@ -31,7 +31,8 @@
         "<div align=\"left\">\n",
         "<h1>Multilayer Perceptron (MLP)</h1>\n",
         "\n",
-        "In this lesson, we will explore multilayer perceptrons (MLPs) which are a basic type of neural network. We will implement them using Tensorflow with Keras."
+        "In this lesson, we will explore multilayer perceptrons (MLPs) which are a basic type of neural network. We will implement them using Tensorflow with Keras.",
+        "</div>"
       ]
     },
     {
@@ -4057,10 +4058,10 @@
         "\n",
         "<a class=\"ai-header-badge\" target=\"_blank\" href=\"https://github.com/practicalAI/practicalAI\">\n",
         "              <img src=\"https://img.shields.io/github/stars/practicalAI/practicalAI.svg?style=social&label=Star\"></a>&nbsp;\n",
-        "            <a class=\"ai-header-badge\" target=\"_blank\" href=\"https://www.linkedin.com/company/practicalai-me\">\n",
+        "            <a class=\"ai-header-badge\" target=\"_blank\" href=\"https://www.linkedin.com/company/madewithml\">\n",
         "              <img src=\"https://img.shields.io/badge/style--5eba00.svg?label=LinkedIn&logo=linkedin&style=social\"></a>&nbsp;\n",
-        "            <a class=\"ai-header-badge\" target=\"_blank\" href=\"https://twitter.com/practicalAIme\">\n",
-        "              <img src=\"https://img.shields.io/twitter/follow/practicalAIme.svg?label=Follow&style=social\">\n",
+        "            <a class=\"ai-header-badge\" target=\"_blank\" href=\"https://twitter.com/madewithml\">\n",
+        "              <img src=\"https://img.shields.io/twitter/follow/madewithml.svg?label=Follow&style=social\">\n",
         "            </a>\n",
         "              </div>\n",
         "\n",

diff --git a/notebooks/basic_ml/07_Data_and_Models.ipynb b/notebooks/basic_ml/07_Data_and_Models.ipynb
@@ -29,7 +29,8 @@
         "<div align=\"left\">\n",
         "<h1>Data and Models</h1>\n",
         "\n",
-        "In the subsequent lessons, we will continue to learn deep learning. But we've ignored a fundamental concept about data and modeling: quality and quantity."
+        "In the subsequent lessons, we will continue to learn deep learning. But we've ignored a fundamental concept about data and modeling: quality and quantity.",
+        "</div>"
       ]
     },
     {
@@ -1731,10 +1732,10 @@
         "\n",
         "<a class=\"ai-header-badge\" target=\"_blank\" href=\"https://github.com/practicalAI/practicalAI\">\n",
         "              <img src=\"https://img.shields.io/github/stars/practicalAI/practicalAI.svg?style=social&label=Star\"></a>&nbsp;\n",
-        "            <a class=\"ai-header-badge\" target=\"_blank\" href=\"https://www.linkedin.com/company/practicalai-me\">\n",
+        "            <a class=\"ai-header-badge\" target=\"_blank\" href=\"https://www.linkedin.com/company/madewithml\">\n",
         "              <img src=\"https://img.shields.io/badge/style--5eba00.svg?label=LinkedIn&logo=linkedin&style=social\"></a>&nbsp;\n",
-        "            <a class=\"ai-header-badge\" target=\"_blank\" href=\"https://twitter.com/practicalAIme\">\n",
-        "              <img src=\"https://img.shields.io/twitter/follow/practicalAIme.svg?label=Follow&style=social\">\n",
+        "            <a class=\"ai-header-badge\" target=\"_blank\" href=\"https://twitter.com/madewithml\">\n",
+        "              <img src=\"https://img.shields.io/twitter/follow/madewithml.svg?label=Follow&style=social\">\n",
         "            </a>\n",
         "              </div>\n",
         "\n",

diff --git a/notebooks/basic_ml/08_Utilities.ipynb b/notebooks/basic_ml/08_Utilities.ipynb
@@ -30,7 +30,8 @@
         "<div align=\"left\">\n",
         "<h1>Utilities</h1>\n",
         "\n",
-        "In this lesson, we will explore useful utilities in TensorFlow + Keras like [Generators](https://www.tensorflow.org/versions/r2.0/api_docs/python/tf/data/Dataset), [Callbacks](https://www.tensorflow.org/versions/r2.0/api_docs/python/tf/keras/callbacks), [TensorBoard](https://www.tensorflow.org/guide/summaries_and_tensorboard) and [GradientTape](https://www.tensorflow.org/api_docs/python/tf/GradientTape)."
+        "In this lesson, we will explore useful utilities in TensorFlow + Keras like [Generators](https://www.tensorflow.org/versions/r2.0/api_docs/python/tf/data/Dataset), [Callbacks](https://www.tensorflow.org/versions/r2.0/api_docs/python/tf/keras/callbacks), [TensorBoard](https://www.tensorflow.org/guide/summaries_and_tensorboard) and [GradientTape](https://www.tensorflow.org/api_docs/python/tf/GradientTape).",
+        "</div>"
       ]
     },
     {
@@ -3100,10 +3101,10 @@
         "\n",
         "<a class=\"ai-header-badge\" target=\"_blank\" href=\"https://github.com/practicalAI/practicalAI\">\n",
         "              <img src=\"https://img.shields.io/github/stars/practicalAI/practicalAI.svg?style=social&label=Star\"></a>&nbsp;\n",
-        "            <a class=\"ai-header-badge\" target=\"_blank\" href=\"https://www.linkedin.com/company/practicalai-me\">\n",
+        "            <a class=\"ai-header-badge\" target=\"_blank\" href=\"https://www.linkedin.com/company/madewithml\">\n",
         "              <img src=\"https://img.shields.io/badge/style--5eba00.svg?label=LinkedIn&logo=linkedin&style=social\"></a>&nbsp;\n",
-        "            <a class=\"ai-header-badge\" target=\"_blank\" href=\"https://twitter.com/practicalAIme\">\n",
-        "              <img src=\"https://img.shields.io/twitter/follow/practicalAIme.svg?label=Follow&style=social\">\n",
+        "            <a class=\"ai-header-badge\" target=\"_blank\" href=\"https://twitter.com/madewithml\">\n",
+        "              <img src=\"https://img.shields.io/twitter/follow/madewithml.svg?label=Follow&style=social\">\n",
         "            </a>\n",
         "              </div>\n",
         "\n",

diff --git a/notebooks/basic_ml/09_Preprocessing.ipynb b/notebooks/basic_ml/09_Preprocessing.ipynb
@@ -28,7 +28,8 @@
         "\n",
         "<div align=\"left\">\n",
         "<h1>Preprocessing</h1>\n",
-        "In this lesson, we will explore preprocessing and data loading utilities in Tensorflow + Keras, mainly focused on text-based data."
+        "In this lesson, we will explore preprocessing and data loading utilities in Tensorflow + Keras, mainly focused on text-based data.",
+        "</div>"
       ]
     },
     {
@@ -902,10 +903,10 @@
         "\n",
         "<a class=\"ai-header-badge\" target=\"_blank\" href=\"https://github.com/practicalAI/practicalAI\">\n",
         "              <img src=\"https://img.shields.io/github/stars/practicalAI/practicalAI.svg?style=social&label=Star\"></a>&nbsp;\n",
-        "            <a class=\"ai-header-badge\" target=\"_blank\" href=\"https://www.linkedin.com/company/practicalai-me\">\n",
+        "            <a class=\"ai-header-badge\" target=\"_blank\" href=\"https://www.linkedin.com/company/madewithml\">\n",
         "              <img src=\"https://img.shields.io/badge/style--5eba00.svg?label=LinkedIn&logo=linkedin&style=social\"></a>&nbsp;\n",
-        "            <a class=\"ai-header-badge\" target=\"_blank\" href=\"https://twitter.com/practicalAIme\">\n",
-        "              <img src=\"https://img.shields.io/twitter/follow/practicalAIme.svg?label=Follow&style=social\">\n",
+        "            <a class=\"ai-header-badge\" target=\"_blank\" href=\"https://twitter.com/madewithml\">\n",
+        "              <img src=\"https://img.shields.io/twitter/follow/madewithml.svg?label=Follow&style=social\">\n",
         "            </a>\n",
         "              </div>\n",
         "\n",

diff --git a/notebooks/basic_ml/10_Convolutional_Neural_Networks.ipynb b/notebooks/basic_ml/10_Convolutional_Neural_Networks.ipynb
@@ -31,7 +31,8 @@
         "<div align=\"left\">\n",
         "<h1>Convolutional Neural Networks (CNN)</h1>\n",
         "\n",
-        "In this lesson we will explore the basics of Convolutional Neural Networks (CNNs) applied to text for natural language processing (NLP) tasks."
+        "In this lesson we will explore the basics of Convolutional Neural Networks (CNNs) applied to text for natural language processing (NLP) tasks.",
+        "</div>"
       ]
     },
     {
@@ -2254,10 +2255,10 @@
         "\n",
         "<a class=\"ai-header-badge\" target=\"_blank\" href=\"https://github.com/practicalAI/practicalAI\">\n",
         "              <img src=\"https://img.shields.io/github/stars/practicalAI/practicalAI.svg?style=social&label=Star\"></a>&nbsp;\n",
-        "            <a class=\"ai-header-badge\" target=\"_blank\" href=\"https://www.linkedin.com/company/practicalai-me\">\n",
+        "            <a class=\"ai-header-badge\" target=\"_blank\" href=\"https://www.linkedin.com/company/madewithml\">\n",
         "              <img src=\"https://img.shields.io/badge/style--5eba00.svg?label=LinkedIn&logo=linkedin&style=social\"></a>&nbsp;\n",
-        "            <a class=\"ai-header-badge\" target=\"_blank\" href=\"https://twitter.com/practicalAIme\">\n",
-        "              <img src=\"https://img.shields.io/twitter/follow/practicalAIme.svg?label=Follow&style=social\">\n",
+        "            <a class=\"ai-header-badge\" target=\"_blank\" href=\"https://twitter.com/madewithml\">\n",
+        "              <img src=\"https://img.shields.io/twitter/follow/madewithml.svg?label=Follow&style=social\">\n",
         "            </a>\n",
         "              </div>\n",
         "\n",