Регрессия (Regression)


Наиболее общие оценочные метрики для регрессии

  • средняя абсолютная ошибка - Mean Absolute Error (MAE)
  • среднеквадратическая ошибка - Mean Squared Error (MSE)
  • квадратный корень из среднеквадратической ошибки - Root Mean Squared Error (RMSE)
  • коэффициент детерминации - R Squared Values (coefficient of determination) (R2)


Machine Learning Regression


Machine Learning Regression


Machine Learning Regression


Machine Learning Regression


Machine Learning Regression


Machine Learning Regression


Machine Learning Regression


Machine Learning Regression


Machine Learning Regression


Machine Learning Regression


Machine Learning Regression


Machine Learning Regression


Machine Learning Regression


Machine Learning Regression


Linear Regression

https://docs.google.com/presentation/d/1HH-AawBoa6VtuZOOaN3oJNtbfodBpm63j6ddL1yS2PQ/edit

Simple Linear Regression. Minimal example

https://github.com/matematika-org/deep-learning-with-tensorflow-2.0/blob/master/01-Simple%20Linear%20Regression.%20Minimal%20example.ipynb


Simple Linear Regression. Minimal example with TensorFlow 2.0

https://github.com/matematika-org/deep-learning-with-tensorflow-2.0/blob/master/02-Simple%20Linear%20Regression.%20Minimal%20example%20with%20TensorFlow%202.0.ipynb


Spark

https://github.com/matematika-org/spark-and-python-for-big-data-with-pyspark/tree/master/10-Spark_for_Machine_Learning/01-Linear_Regression


Logistic Regression

https://docs.google.com/presentation/d/1gcb69QIVBJYvOkJyXCq-1TOaPxBhpZhIQLl1aMUeAds/edit#slide=id.p


Spark

https://github.com/matematika-org/spark-and-python-for-big-data-with-pyspark/tree/master/10-Spark_for_Machine_Learning/02-Logistic_Regression


Confusion matrix


Confusion matrix


Confusion matrix


Confusion matrix


Maximum likelihood estimation (MLE)

https://github.com/matematika-org/Machine-Learning-101-with-Scikit-learn-and-StatsModels/tree/master/6%20-%20Logistic%20Regression


Decision Trees and Random Forests