| Top Data Science and Machine Learning Methods Used in 2017 |
https://www.kdnuggets.com/2017/12/top-data-science-machine-learning-methods.html?utm_content=buffer8610e&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer |
| Reguar Expressions 101 |
https://regex101.com/ |
| RegExr |
https://regexr.com/ |
| Python Data Preparation Case (aktualisiert) |
https://www.kdnuggets.com/2017/09/python-data-preparation-case-files-group-based-imputation.html |
| Principal Component Analysis |
http://setosa.io/ev/principal-component-analysis/ |
| Introduction to Principal Components and Factor Analysis |
ftp://statgen.ncsu.edu/pub/thorne/molevoclass/AtchleyOct19.pdf |
| A One-Stop Shop for Principal Component Analysis |
https://towardsdatascience.com/a-one-stop-shop-for-principal-component-analysis-5582fb7e0a9c |
| The Random Forest Algorithm (aktualisiert) |
https://towardsdatascience.com/an-implementation-and-explanation-of-the-random-forest-in-python-77bf308a9b76
|
| Tankerkönig |
https://creativecommons.tankerkoenig.de/ |
| StatsModels - Statistics in Python |
http://www.statsmodels.org/ |
| Ein Jahr Markttransparenzstelle für Kraftstoffe (MTS-K): Eine erste Zwischenbilanz |
https://www.bundeskartellamt.de/SharedDocs/Publikation/DE/Berichte/Ein_Jahr_MTS-K_Marginalsp.pdf?__blob=publicationFile&v=10 |
| Forecasting: Principles and Practice |
https://www.otexts.org/fpp/
|
| Predicting house value using regression analysis |
https://towardsdatascience.com/regression-analysis-model-used-in-machine-learning-318f7656108a |
| Least-Squares Regression |
https://faculty.elgin.edu/dkernler/statistics/ch04/4-2.html |
| Coursera - Spezialisierung Deep Learning |
https://www.coursera.org/specializations/deep-learning |
| Linear Regression: Implementation, Hyperparameters and their Optimizations |
http://pavelbazin.com/post/linear-regression-hyperparameters/#linear-regression-implementation-hyperparameters-and-their-optimizations |
| ScitKitLearn - Logistic Regression |
http://scikit-learn.org/stable/modules/linear_model.html#logistic-regression |
| What are kernels in machine learning and SVM and why do we need them? |
https://www.quora.com/What-are-kernels-in-machine-learning-and-SVM-and-why-do-we-need-them |
| Mahalanobis-Distanz |
http://www.statistics4u.com/fundstat_germ/ee_mahalanobis_distance.html |
| Distance and Similarity Measures Effect on the Performance of K-Nearest Neighbor Classifier – A Review |
https://arxiv.org/pdf/1708.04321.pdf |
| The distance function effect on k-nearest neighbor classification for medical datasets |
https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4978658/ |
| Introduction to k-Nearest Neighbors: Simplified (with implementation in Python) |
https://www.analyticsvidhya.com/blog/2018/03/introduction-k-neighbours-algorithm-clustering/ |
| 6 Easy Steps to Learn Naive Bayes Algorithm (with codes in Python and R) |
https://www.analyticsvidhya.com/blog/2017/09/naive-bayes-explained/ |
| Introduction to One-class Support Vector Machines |
http://rvlasveld.github.io/blog/2013/07/12/introduction-to-one-class-support-vector-machines/ |
| Python for Image Understanding: Deep Learning with Convolutional Neural Nets |
https://www.slideshare.net/roelofp/python-for-image-understanding-deep-learning-with-convolutional-neural-nets
|
| 10 Ways Machine Learning Is Revolutionizing Manufacturing In 2018 |
https://www.forbes.com/sites/louiscolumbus/2018/03/11/10-ways-machine-learning-is-revolutionizing-manufacturing-in-2018/#2a267fa023ac |
| Machine Learning in Manufacturing – Present and Future Use-Cases |
https://emerj.com/ai-sector-overviews/machine-learning-in-manufacturing/ |
| The Neural Network Zoo |
http://www.asimovinstitute.org/neural-network-zoo/ |
| Top 8 Free Must-Read Books on Deep Learning |
https://www.kdnuggets.com/2018/04/top-free-books-deep-learning.html |
| Deep Learning - An MIT Press book |
http://www.deeplearningbook.org/ |
| Neural Networks and Deep Learning |
http://neuralnetworksanddeeplearning.com/ |
| Neural Networks and Learning Machines (Third Edition) |
https://cours.etsmtl.ca/sys843/REFS/Books/ebook_Haykin09.pdf |
| Selecting the number of clusters with silhouette analysis on KMeans clustering |
https://scikit-learn.org/stable/auto_examples/cluster/plot_kmeans_silhouette_analysis.html |
