BerkeleyX: CS190.1x Scalable Machine Learning

Мои конспекты по курсу

BerkeleyX: CS190.1x Scalable Machine Learning

https://www.edx.org/course/scalable-machine-learning-uc-berkeleyx-cs190-1x

Интро

http://vasnake.blogspot.com/2015/08/apache-spark-scalable-machine-learning.html

Виртуалка для лабораторных работ

http://vasnake.blogspot.com/2015/08/apache-spark-vm.html

Неделя 1: обзор Apache Spark; основные концепты, линейная алгебра big O, ...

http://vasnake.blogspot.com/2015/08/week-1.html

Неделя 2: Apache Spark, RDD, transformations, actions, ...

http://vasnake.blogspot.com/2015/08/week-2.html

Неделя 2, лабораторка: RDD, lambda, transformations, actions, ...

http://vasnake.blogspot.com/2015/08/week-2-lab.html

Неделя 3: linear regression, gradient descent, grid search, …

http://vasnake.blogspot.com/2015/08/week-3.html

Неделя 3, лабораторка: linear regression pipeline

http://vasnake.blogspot.com/2015/10/week-3-lab.html

Неделя 4: логистическая регресия, one-hot-encoding, feature hashing, …

http://vasnake.blogspot.com/2015/11/week-4-logistic-regression.html

http://vasnake.blogspot.com/2015/11/week-4-logistic-regression_1.html

http://vasnake.blogspot.com/2015/11/week-4-categorical-data-and-ohe.html

Неделя 4, лабораторка: логистическая регресия, one-hot-encoding, feature hashing, …

http://vasnake.blogspot.com/2015/11/week-4-lab-4.html

http://vasnake.blogspot.com/2015/11/week-4-lab-4-part-3.html

Неделя 5: Principal Component Analysis

http://vasnake.blogspot.com/2015/11/week-5.html

http://vasnake.blogspot.com/2015/12/week-5-part-2.html

Неделя 5, лабораторка: PCA

http://vasnake.blogspot.com/2015/12/week-5-lab-5.html

original post http://vasnake.blogspot.com/2015/12/berkeleyx-cs1901x-scalable-machine.html