diff --git a/.gitignore b/.gitignore
index 97d79731..996fc5d8 100644
--- a/.gitignore
+++ b/.gitignore
@@ -2,6 +2,11 @@ docs/equations/*.aux
docs/equations/*.log
docs/equations/*.out
docs/equations/*.synctex.gz
+code/ch12/mnist
+code/datasets/mnist/t10k-images-idx3-ubyte
+code/datasets/mnist/t10k-labels-idx1-ubyte
+code/datasets/mnist/train-images-idx3-ubyte
+code/datasets/mnist/train-labels-idx1-ubyte
.ipynb_checkpoints
.DS_Store
diff --git a/README.md b/README.md
index 00c8c912..13ce8fd4 100644
--- a/README.md
+++ b/README.md
@@ -3,31 +3,47 @@
[](https://groups.google.com/forum/#!forum/python-machine-learning-reader-discussion-board)
+---
+
+#### IMPORTANT NOTE (09/21/2017):
+
+This GitHub repository contains the code examples of the **1st Edition** of Python Machine Learning book. If you are looking for the code examples of the **2nd Edition**, please refer to [this](https://github.com/rasbt/python-machine-learning-book-2nd-edition#whats-new-in-the-second-edition-from-the-first-edition) repository instead.
+
+---
What you can expect are 400 pages rich in useful material just about everything you need to know to get started with machine learning ... from theory to the actual code that you can directly put into action! This is not yet just another "this is how scikit-learn works" book. I aim to explain all the underlying concepts, tell you everything you need to know in terms of best practices and caveats, and
we will put those concepts into action mainly using NumPy, scikit-learn, and Theano.
You are not sure if this book is for you? Please checkout the excerpts from the [Foreword](./docs/foreword_ro.pdf) and [Preface](./docs/preface_sr.pdf), or take a look at the [FAQ](#faq) section for further information.
+
+
---
[](https://www.amazon.com/Python-Machine-Learning-Sebastian-Raschka/dp/1783555130/ref=sr_1_1?ie=UTF8&qid=1470882464&sr=8-1&keywords=python+machine+learning)
-
-1st edition, published September 23rd 2015
+1st edition, published September 23rd 2015
Paperback: 454 pages
Publisher: Packt Publishing
Language: English
ISBN-10: 1783555130
ISBN-13: 978-1783555130
Kindle ASIN: B00YSILNL0
+
+
+
+[](http://www.computingreviews.com/recommend/bestof/notableitems.cfm?bestYear=2016)
+
+
German ISBN-13: 978-3958454224
Japanese ISBN-13: 978-4844380603
Italian ISBN-13: 978-8850333974
-Chinese ISBN-13: 978-9864341405
+Chinese (traditional) ISBN-13: 978-9864341405
+Chinese (mainland) ISBN-13: 978-7111558804
Korean ISBN-13: 979-1187497035
-
+Russian ISBN-13: 978-5970604090
+
## Table of Contents and Code Notebooks
@@ -161,7 +177,10 @@ If you need help to decide whether this book is for you, check out some of the "
- [Italian translation](https://www.amazon.it/learning-Costruire-algoritmi-generare-conoscenza/dp/8850333978/) via "Apogeo"
- [German translation](https://www.amazon.de/Machine-Learning-Python-mitp-Professional/dp/3958454224/) via "mitp Verlag"
- [Japanese translation](http://www.amazon.co.jp/gp/product/4844380605/) via "Impress Top Gear"
-- [Chinese translation](https://taiwan.kinokuniya.com/bw/9789864341405)
+- [Chinese translation (traditional Chinese)](https://taiwan.kinokuniya.com/bw/9789864341405)
+- [Chinese translation (simple Chinese)](https://book.douban.com/subject/27000110/)
+- [Korean translation](http://www.kyobobook.co.kr/product/detailViewKor.laf?mallGb=KOR&ejkGb=KOR&barcode=9791187497035) via "Kyobo"
+- [Polish translation](https://www.amazon.de/Python-Uczenie-maszynowe-Sebastian-Raschka/dp/8328336138/ref=sr_1_11?ie=UTF8&qid=1513601461&sr=8-11&keywords=sebastian+raschka) via "Helion"
---
@@ -222,7 +241,10 @@ I have set up a separate library, [`mlxtend`](http://rasbt.github.io/mlxtend/),
[](https://www.amazon.de/Machine-Learning-Python-mitp-Professional/dp/3958454224/)
[](http://www.amazon.co.jp/gp/product/4844380605/)
[](https://taiwan.kinokuniya.com/bw/9789864341405)
+[](https://book.douban.com/subject/27000110/)
[](http://www.kyobobook.co.kr/product/detailViewKor.laf?ejkGb=KOR&mallGb=KOR&barcode=9791187497035&orderClick=LEA&Kc=)
+[](http://www.ozon.ru/context/detail/id/140152222/)
+[](https://www.amazon.de/Python-Uczenie-maszynowe-Sebastian-Raschka/dp/8328336138/ref=sr_1_11?ie=UTF8&qid=1513601461&sr=8-11&keywords=sebastian+raschka)
@@ -324,7 +346,7 @@ starting to gather some of these great applications, and I'd be more than happy
- [Does regularization in logistic regression always results in better fit and better generalization?](./faq/regularized-logistic-regression-performance.md)
- [What is the major difference between naive Bayes and logistic regression?](./faq/naive-bayes-vs-logistic-regression.md)
- [What exactly is the "softmax and the multinomial logistic loss" in the context of machine learning?](./faq/softmax.md)
-- [What is the relation between Loigistic Regression and Neural Networks and when to use which?](./faq/logisticregr-neuralnet.md)
+- [What is the relation between Logistic Regression and Neural Networks and when to use which?](./faq/logisticregr-neuralnet.md)
- [Logistic Regression: Why sigmoid function?](./faq/logistic-why-sigmoid.md)
- [Is there an analytical solution to Logistic Regression similar to the Normal Equation for Linear Regression?](./faq/logistic-analytical.md)
diff --git a/code/ch01/README.md b/code/ch01/README.md
index 4edfd30b..998ee8f2 100644
--- a/code/ch01/README.md
+++ b/code/ch01/README.md
@@ -93,7 +93,7 @@ The version numbers of the major Python packages that were used for writing this
## Python/Jupyter Notebook
-Some readers weere wondering about the `.ipynb` of the code files -- these files are IPython notebooks. I chose IPython notebooks over plain Python `.py` scripts, because I think that they are just great for data analysis projects! IPython notebooks allow us to have everything in one place: Our code, the results from executing the code, plots of our data, and documentation that supports the handy Markdown and powerful LaTeX syntax!
+Some readers were wondering about the `.ipynb` of the code files -- these files are IPython notebooks. I chose IPython notebooks over plain Python `.py` scripts, because I think that they are just great for data analysis projects! IPython notebooks allow us to have everything in one place: Our code, the results from executing the code, plots of our data, and documentation that supports the handy Markdown and powerful LaTeX syntax!
diff --git a/code/ch12/ch12.ipynb b/code/ch12/ch12.ipynb
index c038503a..979ba574 100644
--- a/code/ch12/ch12.ipynb
+++ b/code/ch12/ch12.ipynb
@@ -42,14 +42,14 @@
"output_type": "stream",
"text": [
"Sebastian Raschka \n",
- "last updated: 2016-09-29 \n",
+ "last updated: 2017-07-29 \n",
"\n",
- "CPython 3.5.2\n",
- "IPython 5.1.0\n",
+ "CPython 3.6.1\n",
+ "IPython 6.0.0\n",
"\n",
- "numpy 1.11.1\n",
- "scipy 0.18.1\n",
- "matplotlib 1.5.1\n"
+ "numpy 1.13.1\n",
+ "scipy 0.19.1\n",
+ "matplotlib 2.0.2\n"
]
}
],
@@ -108,8 +108,10 @@
},
{
"cell_type": "code",
- "execution_count": 3,
- "metadata": {},
+ "execution_count": 2,
+ "metadata": {
+ "collapsed": true
+ },
"outputs": [],
"source": [
"from IPython.display import Image\n",
@@ -139,7 +141,7 @@
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": 3,
"metadata": {},
"outputs": [
{
@@ -149,7 +151,7 @@
""
]
},
- "execution_count": 4,
+ "execution_count": 3,
"metadata": {
"image/png": {
"width": 600
@@ -179,7 +181,7 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 4,
"metadata": {},
"outputs": [
{
@@ -189,7 +191,7 @@
""
]
},
- "execution_count": 5,
+ "execution_count": 4,
"metadata": {
"image/png": {
"width": 400
@@ -204,7 +206,7 @@
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 5,
"metadata": {},
"outputs": [
{
@@ -214,7 +216,7 @@
""
]
},
- "execution_count": 6,
+ "execution_count": 5,
"metadata": {
"image/png": {
"width": 500
@@ -244,7 +246,7 @@
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": 6,
"metadata": {},
"outputs": [
{
@@ -254,7 +256,7 @@
""
]
},
- "execution_count": 7,
+ "execution_count": 6,
"metadata": {
"image/png": {
"width": 500
@@ -316,7 +318,7 @@
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": 7,
"metadata": {
"collapsed": true
},
@@ -348,6 +350,50 @@
" return images, labels"
]
},
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "**Important Note**\n",
+ "\n",
+ "Some readers experienced issues with the `load_mnist` function above as certain decompression tools renamed the files from *-labels-idx1-ubyte* to *-labels.idx1-ubyte*. To avoid this problem altogether, you the modified function above will directly load the dataset from the `gz` archives using Python's `gzip` module."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {
+ "collapsed": true
+ },
+ "outputs": [],
+ "source": [
+ "import os\n",
+ "import struct\n",
+ "import numpy as np\n",
+ "import gzip\n",
+ " \n",
+ "def load_mnist(path, kind='train'):\n",
+ " \"\"\"Load MNIST data from `path`\"\"\"\n",
+ " labels_path = os.path.join(path, \n",
+ " '%s-labels-idx1-ubyte.gz' % kind)\n",
+ " images_path = os.path.join(path, \n",
+ " '%s-images-idx3-ubyte.gz' % kind)\n",
+ " \n",
+ " with gzip.open(labels_path, 'rb') as lbpath:\n",
+ " lbpath.read(8)\n",
+ " buffer = lbpath.read()\n",
+ " labels = np.frombuffer(buffer, dtype=np.uint8)\n",
+ "\n",
+ " with gzip.open(images_path, 'rb') as imgpath:\n",
+ " imgpath.read(16)\n",
+ " buffer = imgpath.read()\n",
+ " images = np.frombuffer(buffer, \n",
+ " dtype=np.uint8).reshape(\n",
+ " len(labels), 784).astype(np.float64)\n",
+ " \n",
+ " return images, labels"
+ ]
+ },
{
"cell_type": "code",
"execution_count": 9,
@@ -476,7 +522,9 @@
{
"cell_type": "code",
"execution_count": 13,
- "metadata": {},
+ "metadata": {
+ "collapsed": true
+ },
"outputs": [],
"source": [
"# np.savetxt('train_img.csv', X_train, fmt='%i', delimiter=',')\n",
@@ -510,7 +558,9 @@
{
"cell_type": "code",
"execution_count": 8,
- "metadata": {},
+ "metadata": {
+ "collapsed": true
+ },
"outputs": [],
"source": [
"import numpy as np\n",
@@ -921,7 +971,9 @@
{
"cell_type": "code",
"execution_count": 15,
- "metadata": {},
+ "metadata": {
+ "collapsed": true
+ },
"outputs": [],
"source": [
"nn = NeuralNetMLP(n_output=10, \n",
@@ -996,7 +1048,9 @@
{
"cell_type": "code",
"execution_count": 18,
- "metadata": {},
+ "metadata": {
+ "collapsed": true
+ },
"outputs": [],
"source": [
"batches = np.array_split(range(len(nn.cost_)), 1000)\n",
@@ -1753,7 +1807,9 @@
{
"cell_type": "code",
"execution_count": 29,
- "metadata": {},
+ "metadata": {
+ "collapsed": true
+ },
"outputs": [],
"source": [
"nn_check = MLPGradientCheck(n_output=10, \n",
@@ -2011,7 +2067,7 @@
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
- "display_name": "Python [default]",
+ "display_name": "Python 3",
"language": "python",
"name": "python3"
},
@@ -2025,7 +2081,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.5.2"
+ "version": "3.6.1"
}
},
"nbformat": 4,
diff --git a/code/ch12/optional-streamlined-neuralnet.py b/code/ch12/optional-streamlined-neuralnet.py
index eb16da7c..4af365ca 100644
--- a/code/ch12/optional-streamlined-neuralnet.py
+++ b/code/ch12/optional-streamlined-neuralnet.py
@@ -25,7 +25,7 @@ class NeuralNetMLP(object):
minibatche_size : int (default: 1)
Number of training samples per minibatch.
seed : int (default: None)
- Random seed for initalizing weights and shuffling.
+ Random seed for initializing weights and shuffling.
Attributes
-----------
diff --git a/code/optional-py-scripts/ch03.py b/code/optional-py-scripts/ch03.py
index 360d1747..3edd740c 100644
--- a/code/optional-py-scripts/ch03.py
+++ b/code/optional-py-scripts/ch03.py
@@ -20,9 +20,10 @@
from sklearn.tree import DecisionTreeClassifier
from sklearn.ensemble import RandomForestClassifier
from sklearn.neighbors import KNeighborsClassifier
-from sklearn.tree import export_graphviz
+# from sklearn.tree import export_graphviz
from matplotlib.colors import ListedColormap
import matplotlib.pyplot as plt
+import warnings
# for sklearn 0.18's alternative syntax
from distutils.version import LooseVersion as Version
@@ -108,6 +109,7 @@ def plot_decision_regions(X, y, classifier, test_idx=None, resolution=0.02):
marker='o',
s=55, label='test set')
+
X_combined_std = np.vstack((X_train_std, X_test_std))
y_combined = np.hstack((y_train, y_test))
@@ -130,6 +132,7 @@ def plot_decision_regions(X, y, classifier, test_idx=None, resolution=0.02):
def sigmoid(z):
return 1.0 / (1.0 + np.exp(-z))
+
z = np.arange(-7, 7, 0.1)
phi_z = sigmoid(z)
@@ -161,6 +164,7 @@ def cost_1(z):
def cost_0(z):
return - np.log(1 - sigmoid(z))
+
z = np.arange(-10, 10, 0.1)
phi_z = sigmoid(z)
@@ -207,7 +211,7 @@ def cost_0(z):
print(50 * '-')
weights, params = [], []
-for c in np.arange(-5, 5):
+for c in np.arange(-5.0, 5.0):
lr = LogisticRegression(C=10**c, random_state=0)
lr.fit(X_train_std, y_train)
weights.append(lr.coef_[1])
@@ -331,6 +335,7 @@ def entropy(p):
def error(p):
return 1 - np.max([p, 1 - p])
+
x = np.arange(0.0, 1.0, 0.01)
ent = [entropy(p) if p != 0 else None for p in x]
diff --git a/code/optional-py-scripts/ch04.py b/code/optional-py-scripts/ch04.py
index 65ba49e9..68e75873 100644
--- a/code/optional-py-scripts/ch04.py
+++ b/code/optional-py-scripts/ch04.py
@@ -239,7 +239,7 @@
'gray', 'indigo', 'orange']
weights, params = [], []
-for c in np.arange(-4, 6):
+for c in np.arange(-4.0, 6.0):
lr = LogisticRegression(penalty='l1', C=10**c, random_state=0)
lr.fit(X_train_std, y_train)
weights.append(lr.coef_[1])
diff --git a/code/optional-py-scripts/ch05.py b/code/optional-py-scripts/ch05.py
index e1ae554b..215b0150 100644
--- a/code/optional-py-scripts/ch05.py
+++ b/code/optional-py-scripts/ch05.py
@@ -17,7 +17,7 @@
import matplotlib.pyplot as plt
from matplotlib.colors import ListedColormap
from sklearn.linear_model import LogisticRegression
-from sklearn.lda import LDA
+from sklearn.discriminant_analysis import LinearDiscriminantAnalysis as LDA
from sklearn.datasets import make_moons
from sklearn.datasets import make_circles
from sklearn.decomposition import KernelPCA
@@ -175,6 +175,7 @@ def plot_decision_regions(X, y, classifier, resolution=0.02):
alpha=0.8, c=cmap(idx),
marker=markers[idx], label=cl)
+
lr = LogisticRegression()
lr = lr.fit(X_train_pca, y_train)
@@ -596,6 +597,7 @@ def project_x(x_new, X, gamma, alphas, lambdas):
k = np.exp(-gamma * pair_dist)
return k.dot(alphas / lambdas)
+
# projection of the "new" datapoint
x_reproj = project_x(x_new, X, gamma=15, alphas=alphas, lambdas=lambdas)
print('Reprojection x_reproj:', x_reproj)
diff --git a/code/optional-py-scripts/ch08.py b/code/optional-py-scripts/ch08.py
index 4f1a0c05..c50145c5 100644
--- a/code/optional-py-scripts/ch08.py
+++ b/code/optional-py-scripts/ch08.py
@@ -127,6 +127,7 @@ def preprocessor(text):
' '.join(emoticons).replace('-', '')
return text
+
print('Preprocessor on Excerpt:\n\n', preprocessor(df.loc[0, 'review'][-50:]))
res = preprocessor("This :) is :( a test :-)!")
@@ -246,6 +247,7 @@ def stream_docs(path):
text, label = line[:-3], int(line[-2])
yield text, label
+
next(stream_docs(path='./movie_data.csv'))
diff --git a/code/optional-py-scripts/ch10.py b/code/optional-py-scripts/ch10.py
index f2306118..17e8eb98 100644
--- a/code/optional-py-scripts/ch10.py
+++ b/code/optional-py-scripts/ch10.py
@@ -139,6 +139,7 @@ def lin_regplot(X, y, model):
plt.plot(X, model.predict(X), color='red', linewidth=2)
return
+
lin_regplot(X_std, y_std, lr)
plt.xlabel('Average number of rooms [RM] (standardized)')
plt.ylabel('Price in $1000\'s [MEDV] (standardized)')
@@ -196,7 +197,8 @@ def lin_regplot(X, y, model):
ransac = RANSACRegressor(LinearRegression(),
max_trials=100,
min_samples=50,
- residual_metric=lambda x: np.sum(np.abs(x), axis=1),
+ residual_metric=lambda x: np.sum(
+ np.abs(x), axis=1),
residual_threshold=5.0,
random_state=0)
else:
diff --git a/code/optional-py-scripts/ch13.py b/code/optional-py-scripts/ch13.py
index a28eebc0..57941805 100644
--- a/code/optional-py-scripts/ch13.py
+++ b/code/optional-py-scripts/ch13.py
@@ -188,6 +188,7 @@ def predict_linreg(X, w):
predict = theano.function(inputs=[Xt], givens={w: w}, outputs=net_input)
return predict(X)
+
plt.scatter(X_train, y_train, marker='s', s=50)
plt.plot(range(X_train.shape[0]),
predict_linreg(X_train, w),
@@ -229,6 +230,7 @@ def logistic_activation(X, w):
z = net_input(X, w)
return logistic(z)
+
print('P(y=1|x) = %.3f' % logistic_activation(X, w)[0])
@@ -274,6 +276,7 @@ def softmax_activation(X, w):
z = net_input(X, w)
return softmax(z)
+
y_probas = softmax(Z)
print('Probabilities:\n', y_probas)
@@ -294,6 +297,7 @@ def tanh(z):
e_m = np.exp(-z)
return (e_p - e_m) / (e_p + e_m)
+
z = np.arange(-5, 5, 0.005)
log_act = logistic(z)
tanh_act = tanh(z)
@@ -359,6 +363,7 @@ def load_mnist(path, kind='train'):
return images, labels
+
X_train, y_train = load_mnist('mnist', kind='train')
print('Training rows: %d, columns: %d' % (X_train.shape[0], X_train.shape[1]))
diff --git a/docs/errata.md b/docs/errata.md
index 283bde59..ff4ce1bb 100644
--- a/docs/errata.md
+++ b/docs/errata.md
@@ -18,7 +18,7 @@ I would be happy if you just write me a short [mail](mailto:mail@sebastianraschk
## Donations
-- Current amount for the next donation: $5.00
+- Current amount for the next donation: $7.00
- Amount donated to charity:
- [$39.00 2016-04-07](./2016-04-07-unicef.pdf)
- [$76.00 2016-03-03](./2016-03-03-unicef.pdf)
@@ -47,6 +47,7 @@ I would be happy if you just write me a short [mail](mailto:mail@sebastianraschk
19. F. Liu ($2.00)
20. Stefan P. ($2.00)
32. Adam S. ($2.00)
+33. Harry Hummel ($2.00)
11. Elias R. ($1.00)
12. Haitham H. Saleh ($1.00)
13. Muqueet M. ($1.00)
@@ -71,6 +72,7 @@ I would be happy if you just write me a short [mail](mailto:mail@sebastianraschk
+
...
# Errata
diff --git a/docs/references.md b/docs/references.md
index 3ddbd28e..92985d15 100644
--- a/docs/references.md
+++ b/docs/references.md
@@ -26,6 +26,8 @@ A BibTeX version for your favorite reference manager is available [here](./pymle
##### Additional Resources & Further Reading
+- [Python Tutorial](https://www.scaler.com/topics/python)
+
diff --git a/faq/ai-and-ml.md b/faq/ai-and-ml.md
index fe2129d7..2676683c 100644
--- a/faq/ai-and-ml.md
+++ b/faq/ai-and-ml.md
@@ -1,6 +1,6 @@
# How are Artificial Intelligence and Machine Learning related?
-Artifical Intellicence (AI) started as a subfield of computer science with the focus on solving tasks that humans can but computers can't do (for instance, image recognition). AI can be approached in many ways, for example, writing a computer program that implements a set of rules devised by domain experts. Now, hand-crafting rules can be very labrorious and time consuming.
+Artifical Intellicence (AI) started as a subfield of computer science with the focus on solving tasks that humans can but computers can't do (for instance, image recognition). AI can be approached in many ways, for example, writing a computer program that implements a set of rules devised by domain experts. Now, hand-crafting rules can be very laborious and time consuming.
The field of machine learning -- originally, we can consider it as a subfield of AI -- was concerned with the development of algorithms so that computers can automatically learn (predictive) models from data.
diff --git a/faq/difference-deep-and-normal-learning.md b/faq/difference-deep-and-normal-learning.md
index c0b3e942..517a321a 100644
--- a/faq/difference-deep-and-normal-learning.md
+++ b/faq/difference-deep-and-normal-learning.md
@@ -19,7 +19,7 @@ Now, if we add multiple hidden layers to this MLP, we'd also call the network "d
**Deep Learning**
-Now, this is where "deep learning" comes into play. Roughly speaking, we can think of deep learning as "clever" tricks or algorithms that can help us with the training of such "deep" neural network structures. There are many, many different neural network architectures, but to continue with the example of the MLP, let me introduce the idea of convolutional neural networks (ConvNets). We can think of those as an "add-on" to our MLP that helps we to detect features as "good" inputs for our MLP.
+Now, this is where "deep learning" comes into play. Roughly speaking, we can think of deep learning as "clever" tricks or algorithms that can help us with the training of such "deep" neural network structures. There are many, many different neural network architectures, but to continue with the example of the MLP, let me introduce the idea of convolutional neural networks (ConvNets). We can think of those as an "add-on" to our MLP that helps us to detect features as "good" inputs for our MLP.
In applications of "usual" machine learning, there is typically a strong focus on the feature engineering part; the model learned by an algorithm can only be so good as its input data. Of course, there must be sufficient discriminatory information in our dataset, however, the performance of machine learning algorithms can suffer substantially when the information is buried in meaningless features. The goal behind deep learning is to automatically learn the features from (somewhat) noisy data; it's about algorithms that do the feature engineering for us to provide deep neural network structures with meaningful information so that it can learn more effectively. **We can think of deep learning as algorithms for automatic "feature engineering," or we could simply call them "feature detectors," which help us to overcome the vanishing gradient challenge and facilitate the learning in neural networks with many layers.**
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diff --git a/faq/evaluate-a-model/evaluate_overview.pdf b/faq/evaluate-a-model/evaluate_overview.pdf
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diff --git a/faq/naive-bayes-vartypes.md b/faq/naive-bayes-vartypes.md
index c64faab5..201eff3f 100644
--- a/faq/naive-bayes-vartypes.md
+++ b/faq/naive-bayes-vartypes.md
@@ -42,7 +42,7 @@ To come back to the original question, let us consider the multi-variate Bernoul
We use the Bernoulli distribution to compute the likelihood of a binary variable.
-For example, we could estimate P(xk=1 | ωj) via MLE as the frequency of occurences in the training set:
+For example, we could estimate P(xk=1 | ωj) via MLE as the frequency of occurrences in the training set:
θ = P̂(xk=1 | ωj) = Nxk, ωj / N ωj
which reads "number of training samples in class ωj that have the property xk=1 (Nxk, ωj) divided by by all training samples in ωj (N ωj)." In context of text classification, this is basically the set of documents in class ωj that contain a particular word divided by all documents in ωj.
Now, we can compute the likelihood of the binary feature vector **x** given class ωj as
diff --git a/faq/scale-training-test.md b/faq/scale-training-test.md
index 29b8f707..970b83e9 100644
--- a/faq/scale-training-test.md
+++ b/faq/scale-training-test.md
@@ -59,7 +59,7 @@ Now, let's say our model has learned the following hypotheses: It classifies sam
- sample5: 6 cm -> class ?
- sample6: 7 cm -> class ?
-If we look at the "unstandardized “length in cm" values in our training datast, it is intuitive to say that all of these samples are likely belonging to class 2. However, if we standardize these by re-computing the *standard deviation* and and *mean* from the new data, we would get similar values as before (i.e., properties of a standard normal distribtion) in the training set and our classifier would (probably incorrectly) assign the “class 2” label to the samples 4 and 5.
+If we look at the "unstandardized “length in cm" values in our training dataset, it is intuitive to say that all of these samples are likely belonging to class 2. However, if we standardize these by re-computing the *standard deviation* and and *mean* from the new data, we would get similar values as before (i.e., properties of a standard normal distribution) in the training set and our classifier would (probably incorrectly) assign the “class 2” label to the samples 4 and 5.
- sample5: -1.21 -> class 2
- sample6: 0 -> class 2
diff --git a/faq/tensorflow-vs-scikitlearn.md b/faq/tensorflow-vs-scikitlearn.md
index c5fc985a..57cae08d 100644
--- a/faq/tensorflow-vs-scikitlearn.md
+++ b/faq/tensorflow-vs-scikitlearn.md
@@ -139,3 +139,7 @@ plt.show()
```
+
+**Note**
+
+I've removed the TensorFlow code from mlxtend because it became pretty inconvenient to maintain. The original code should still be available through GitHub. E.g., if you install mlxtend 0.5.1, (`pip install mlxtend=0.5.1`) or browse through the files here: https://github.com/rasbt/mlxtend/tree/86e40d5af5222d78acf219cc8188cfd28a972d9e/mlxtend/tf_classifier
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