CS190.1x Scalable Machine Learning

Source code and notes about the CS190.1x "Scalable Machine Learning" course from Berkeley through the edX platform.

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

Self-assessment document: http://www.cs.ucla.edu//~ameet/self_assessment.pdf

Python tutorial

See this Python tutorial

Basics

https://en.wikibooks.org/wiki/Algorithms

Python http://www.mypythonquiz.com/ http://ai.berkeley.edu/tutorial.html#PythonBasics

Syllabus https://courses.edx.org/courses/BerkeleyX/CS190.1x/1T2015/fbe63aa3c95948e3912fa128aedec27d/

Forum (Piazza) https://piazza.com/edx_berkeley/summer2015/cs1901x https://piazza.com/class/i9esya71ruj74j Join the Piazza group (access code: cs1901x).

MOOC setup https://github.com/spark-mooc/mooc-setup

Setup Download https://github.com/spark-mooc/mooc-setup/archive/master.zip

FAQ https://courses.edx.org/courses/BerkeleyX/CS190.1x/1T2015/wiki/BerkeleyX.CS190.1x.1T2015/

Autograder FAQ https://courses.edx.org/courses/BerkeleyX/CS190.1x/1T2015/wiki/BerkeleyX.CS190.1x.1T2015/autograder-faq/

Check status of the submission http://52.27.38.42/

Notebook http://localhost:8001/

Your submission token ID is 1371738-d0344b420b6f6f5077f586bf60d9f6fc:ip-172-31-26-111 Please include this submission token ID when you need support for your code submission. Your anonymous student ID is 1c616bd6f939d5ea01250f7941e90167. Do not post this ID on Piazza.

Week 1: course overview and Machine Learning basics

See the notes for Week 1.

Week 2: introduction to Apache Spark

See the notes for Week 2.

Week 3: Linear Regression and distributed ML principles

See the notes for Week 3.

izinin/CS190.1x-Scalable-Machine-Learning