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| Safari | https://www.safaribooksonline.com/library/view/python-machine-learning/9781783555130/ |
| Barnes & Noble | http://www.barnesandnoble.com/w/python-machine-learning-essentials-sebastian-raschka/1121999969?ean=9781783555130 |
| Apple iBooks | https://itunes.apple.com/us/book/python-machine-learning/id1028207310?mt=11 |
| Goodreads | https://www.goodreads.com/book/show/25545994-python-machine-learning |
| https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/tree/recent#translations |
| Italian translation | https://www.amazon.it/learning-Costruire-algoritmi-generare-conoscenza/dp/8850333978/ |
| German translation | https://www.amazon.de/Machine-Learning-Python-mitp-Professional/dp/3958454224/ |
| Japanese translation | http://www.amazon.co.jp/gp/product/4844380605/ |
| Chinese translation | https://taiwan.kinokuniya.com/bw/9789864341405 |
| Literature References & Further Reading Resources | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/docs/references.md |
| https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/tree/recent#literature-references--further-reading-resources |
| Errata | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/docs/errata.md |
| https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/tree/recent#errata |
| https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/tree/recent#bonus-notebooks-not-in-the-book |
| dir | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/code/bonus |
| ipynb | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/code/bonus/logistic_regression.ipynb |
| nbviewer | http://nbviewer.ipython.org/github/rasbt/python-machine-learning-book/blob/master/code/bonus/logistic_regression.ipynb |
| dir | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/code/bonus |
| ipynb | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/code/bonus/svm_iris_pipeline_and_gridsearch.ipynb |
| nbviewer | http://nbviewer.ipython.org/github/rasbt/python-machine-learning-book/blob/master/code/bonus/svm_iris_pipeline_and_gridsearch.ipynb |
| dir | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/code/bonus |
| ipynb | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/code/bonus/nested_cross_validation.ipynb |
| nbviewer | http://nbviewer.ipython.org/github/rasbt/python-machine-learning-book/blob/master/code/bonus/nested_cross_validation.ipynb |
| view directory | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/code/bonus/flask_webapp_ex01 |
| download as zip-file | https://github.com/rasbt/python-machine-learning-book/raw/master/code/bonus/flask_webapp_ex01/flask_webapp_ex01.zip |
| GitHub ipynb | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/code/bonus/reading_mnist.ipynb |
| nbviewer | http://nbviewer.ipython.org/github/rasbt/python-machine-learning-book/blob/master/code/bonus/reading_mnist.ipynb |
| GitHub ipynb | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/code/bonus/scikit-model-to-json.ipynb |
| nbviewer | http://nbviewer.ipython.org/github/rasbt/python-machine-learning-book/blob/master/code/bonus/scikit-model-to-json.ipynb |
| GitHub ipynb | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/code/bonus/softmax-regression.ipynb |
| nbviewer | http://nbviewer.ipython.org/github/rasbt/python-machine-learning-book/blob/master/code/bonus/softmax-regression.ipynb |
| Model evaluation, model selection, and algorithm selection in machine learning - Part I | http://sebastianraschka.com/blog/2016/model-evaluation-selection-part1.html |
| Model evaluation, model selection, and algorithm selection in machine learning - Part II | http://sebastianraschka.com/blog/2016/model-evaluation-selection-part2.html |
| Model evaluation, model selection, and algorithm selection in machine learning - Part III | http://sebastianraschka.com/blog/2016/model-evaluation-selection-part3.html |
| https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/tree/recent#scipy-2016 |
| SciPy 2016 | http://scipy2016.scipy.org/ehome/index.php?eventid=146062&tabid=332930& |
| Part I | https://www.youtube.com/watch?v=OB1reY6IX-o&index=91&list=PLYx7XA2nY5Gf37zYZMw6OqGFRPjB1jCy6 |
| Part II | https://www.youtube.com/watch?v=Cte8FYCpylk&list=PLYx7XA2nY5Gf37zYZMw6OqGFRPjB1jCy6&index=90 |
| https://www.youtube.com/watch?v=OB1reY6IX-o&index=91&list=PLYx7XA2nY5Gf37zYZMw6OqGFRPjB1jCy6 |
| https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/tree/recent#pydata-chicago-2016 |
| Learning scikit-learn -- An Introduction to Machine Learning in Python | https://github.com/rasbt/pydata-chicago2016-ml-tutorial |
| mlxtend | http://rasbt.github.io/mlxtend/ |
| http://rasbt.github.io/mlxtend/ |
| https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/tree/recent#translations-1 |
| https://www.amazon.it/learning-Costruire-algoritmi-generare-conoscenza/dp/8850333978/ |
| 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 |
| http://www.kyobobook.co.kr/product/detailViewKor.laf?ejkGb=KOR&mallGb=KOR&barcode=9791187497035&orderClick=LEA&Kc= |
| Google Groups Discussion Board | https://groups.google.com/forum/#!forum/python-machine-learning-reader-discussion-board |
| https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/tree/recent#google-groups-discussion-board |
| https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/tree/recent#examples-and-applications-by-readers |
| 40 scripts on Optical Character Recognition | https://github.com/rrlyman/PythonMachineLearingExamples |
| Richard Lyman | https://github.com/rrlyman |
| Code experiments | https://github.com/jeremyn/python-machine-learning-book |
| Jeremy Nation | https://github.com/jeremyn |
| What I Learned Implementing a Classifier from Scratch in Python | http://www.jeannicholashould.com |
| Jean-Nicholas Hould | http://www.jeannicholashould.com |
| https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/tree/recent#faq |
| https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/tree/recent#general-questions |
| What are machine learning and data science? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/datascience-ml.md |
| Why do you and other people sometimes implement machine learning algorithms from scratch? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/implementing-from-scratch.md |
| What learning path/discipline in data science I should focus on? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/data-science-career.md |
| At what point should one start contributing to open source? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/open-source.md |
| How important do you think having a mentor is to the learning process? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/mentor.md |
| Where are the best online communities centered around data science/machine learning or python? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/ml-python-communities.md |
| How would you explain machine learning to a software engineer? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/ml-to-a-programmer.md |
| How would your curriculum for a machine learning beginner look like? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/ml-curriculum.md |
| What is the Definition of Data Science? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/definition_data-science.md |
| How do Data Scientists perform model selection? Is it different from Kaggle? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/model-selection-in-datascience.md |
| https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/tree/recent#questions-about-the-machine-learning-field |
| How are Artificial Intelligence and Machine Learning related? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/ai-and-ml.md |
| What are some real-world examples of applications of machine learning in the field? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/ml-examples.md |
| What are the different fields of study in data mining? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/datamining-overview.md |
| What are differences in research nature between the two fields: machine learning & data mining? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/datamining-vs-ml.md |
| How do I know if the problem is solvable through machine learning? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/ml-solvable.md |
| What are the origins of machine learning? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/ml-origins.md |
| How was classification, as a learning machine, developed? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/classifier-history.md |
| Which machine learning algorithms can be considered as among the best? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/best-ml-algo.md |
| What are the broad categories of classifiers? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/classifier-categories.md |
| What is the difference between a classifier and a model? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/difference_classifier_model.md |
| What is the difference between a parametric learning algorithm and a nonparametric learning algorithm? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/parametric_vs_nonparametric.md |
| What is the difference between a cost function and a loss function in machine learning? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/cost-vs-loss.md |
| https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/tree/recent#questions-about-ml-concepts-and-statistics |
| https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/tree/recent#cost-functions-and-optimization |
| Fitting a model via closed-form equations vs. Gradient Descent vs Stochastic Gradient Descent vs Mini-Batch Learning -- what is the difference? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/closed-form-vs-gd.md |
| How do you derive the Gradient Descent rule for Linear Regression and Adaline? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/linear-gradient-derivative.md |
| https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/tree/recent#regression-analysis |
| What is the difference between Pearson R and Simple Linear Regression? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/pearson-r-vs-linear-regr.md |
| https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/tree/recent#tree-models |
| How does the random forest model work? How is it different from bagging and boosting in ensemble models? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/bagging-boosting-rf.md |
| What are the disadvantages of using classic decision tree algorithm for a large dataset? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/decision-tree-disadvantages.md |
| Why are implementations of decision tree algorithms usually binary, and what are the advantages of the different impurity metrics? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/decision-tree-binary.md |
| Why are we growing decision trees via entropy instead of the classification error? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/decisiontree-error-vs-entropy.md |
| When can a random forest perform terribly? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/random-forest-perform-terribly.md |
| https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/tree/recent#model-evaluation |
| What is overfitting? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/overfitting.md |
| How can I avoid overfitting? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/avoid-overfitting.md |
| Is it always better to have the largest possible number of folds when performing cross validation? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/number-of-kfolds.md |
| When training an SVM classifier, is it better to have a large or small number of support vectors? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/num-support-vectors.md |
| How do I evaluate a model? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/evaluate-a-model.md |
| What is the best validation metric for multi-class classification? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/multiclass-metric.md |
| What factors should I consider when choosing a predictive model technique? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/choosing-technique.md |
| What are the best toy datasets to help visualize and understand classifier behavior? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/clf-behavior-data.md |
| How do I select SVM kernels? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/select_svm_kernels.md |
| Interlude: Comparing and Computing Performance Metrics in Cross-Validation -- Imbalanced Class Problems and 3 Different Ways to Compute the F1 Score | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/computing-the-f1-score.md |
| https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/tree/recent#logistic-regression |
| What is Softmax regression and how is it related to Logistic regression? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/softmax_regression.md |
| Why is logistic regression considered a linear model? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/logistic_regression_linear.md |
| What is the probabilistic interpretation of regularized logistic regression? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/probablistic-logistic-regression.md |
| Does regularization in logistic regression always results in better fit and better generalization? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/regularized-logistic-regression-performance.md |
| What is the major difference between naive Bayes and logistic regression? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/naive-bayes-vs-logistic-regression.md |
| What exactly is the "softmax and the multinomial logistic loss" in the context of machine learning? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/softmax.md |
| What is the relation between Loigistic Regression and Neural Networks and when to use which? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/logisticregr-neuralnet.md |
| Logistic Regression: Why sigmoid function? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/logistic-why-sigmoid.md |
| Is there an analytical solution to Logistic Regression similar to the Normal Equation for Linear Regression? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/logistic-analytical.md |
| https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/tree/recent#neural-networks-and-deep-learning |
| What is the difference between deep learning and usual machine learning? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/difference-deep-and-normal-learning.md |
| Can you give a visual explanation for the back propagation algorithm for neural networks? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/visual-backpropagation.md |
| Why did it take so long for deep networks to be invented? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/inventing-deeplearning.md |
| What are some good books/papers for learning deep learning? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/deep-learning-resources.md |
| Why are there so many deep learning libraries? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/many-deeplearning-libs.md |
| Why do some people hate neural networks/deep learning? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/deeplearning-criticism.md |
| How can I know if Deep Learning works better for a specific problem than SVM or random forest? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/deeplearn-vs-svm-randomforest.md |
| What is wrong when my neural network's error increases? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/neuralnet-error.md |
| How do I debug an artificial neural network algorithm? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/nnet-debugging-checklist.md |
| What is the difference between a Perceptron, Adaline, and neural network model? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/diff-perceptron-adaline-neuralnet.md |
| What is the basic idea behind the dropout technique? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/dropout.md |
| https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/tree/recent#other-algorithms-for-supervised-learning |
| Why is Nearest Neighbor a Lazy Algorithm? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/lazy-knn.md |
| https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/tree/recent#unsupervised-learning |
| What are some of the issues with clustering? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/issues-with-clustering.md |
| https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/tree/recent#semi-supervised-learning |
| What are the advantages of semi-supervised learning over supervised and unsupervised learning? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/semi-vs-supervised.md |
| https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/tree/recent#ensemble-methods |
| Is Combining Classifiers with Stacking Better than Selecting the Best One? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/logistic-boosting.md |
| https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/tree/recent#preprocessing-feature-selection-and-extraction |
| Why do we need to re-use training parameters to transform test data? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/scale-training-test.md |
| What are the different dimensionality reduction methods in machine learning? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/dimensionality-reduction.md |
| What is the difference between LDA and PCA for dimensionality reduction? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/lda-vs-pca.md |
| When should I apply data normalization/standardization? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/when-to-standardize.md |
| Does mean centering or feature scaling affect a Principal Component Analysis? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/pca-scaling.md |
| How do you attack a machine learning problem with a large number of features? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/large-num-features.md |
| What are some common approaches for dealing with missing data? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/missing-data.md |
| What is the difference between filter, wrapper, and embedded methods for feature selection? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/feature_sele_categories.md |
| Should data preparation/pre-processing step be considered one part of feature engineering? Why or why not? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/dataprep-vs-dataengin.md |
| Is a bag of words feature representation for text classification considered as a sparse matrix? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/bag-of-words-sparsity.md |
| https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/tree/recent#naive-bayes |
| Why is the Naive Bayes Classifier naive? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/naive-naive-bayes.md |
| What is the decision boundary for Naive Bayes? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/naive-bayes-boundary.md |
| Can I use Naive Bayes classifiers for mixed variable types? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/naive-bayes-vartypes.md |
| Is it possible to mix different variable types in Naive Bayes, for example, binary and continues features? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/naive-bayes-vartypes.md |
| https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/tree/recent#other |
| What is Euclidean distance in terms of machine learning? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/euclidean-distance.md |
| When should one use median, as opposed to the mean or average? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/median-vs-mean.md |
| https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/tree/recent#programming-languages-and-libraries-for-data-science-and-machine-learning |
| Is R used extensively today in data science? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/r-in-datascience.md |
| What is the main difference between TensorFlow and scikit-learn? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/tensorflow-vs-scikitlearn.md |
| https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/tree/recent#questions-about-the-book |
| Can I use paragraphs and images from the book in presentations or my blog? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/copyright.md |
| How is this different from other machine learning books? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/different.md |
| Which version of Python was used in the code examples? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/py2py3.md |
| Which technologies and libraries are being used? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/technologies.md |
| Which book version/format would you recommend? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/version.md |
| Why did you choose Python for machine learning? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/why-python.md |
| Why do you use so many leading and trailing underscores in the code examples? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/underscore-convention.md |
| What is the purpose of the return self idioms in your code examples? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/return_self_idiom.md |
| Are there any prerequisites and recommended pre-readings? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/prerequisites.md |
| How can I apply SVM to categorical data? | https://patch-diff.githubusercontent.com/Wcopython/python-machine-learning-book/blob/recent/faq/svm_for_categorical.md |
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