UBC MDS public teaching materials

This repository contains publicly available versions of some of the teaching materials from the UBC Master of Data Science program. See below for the currently available material. The links in the left column lead to course-specific repositories.

Course Number	Course Title	syllabus	lecture notes	labs	lecture videos
DSCI 511	Programming for Data Science	:heavy_check_mark:	:heavy_check_mark:		:heavy_check_mark:
DSCI 521	Computing Platforms for Data Science	:heavy_check_mark:	:heavy_check_mark:	:heavy_check_mark:
DSCI 551	Descriptive Statistics and Probability for Data Science	:heavy_check_mark:	:heavy_check_mark:
DSCI 542	Communication and Argumentation	:heavy_check_mark:
DSCI 523	Programming for Data Manipulation	:heavy_check_mark:
DSCI 512	Algorithms and Data Structures	:heavy_check_mark:	:heavy_check_mark:	:heavy_check_mark:	:heavy_check_mark:
DSCI 531	Data Visualization I	:heavy_check_mark:	:heavy_check_mark:	:heavy_check_mark:
DSCI 552	Statistical Inference and Computation I	:heavy_check_mark:
DSCI 522	Data Science Workflows	:heavy_check_mark:	:heavy_check_mark:	:heavy_check_mark:
DSCI 513	Databases and Data Retrieval	:heavy_check_mark:
DSCI 561	Regression I	:heavy_check_mark:
DSCI 571	Supervised Learning I	:heavy_check_mark:	:heavy_check_mark:
DSCI 572	Supervised Learning II	:heavy_check_mark:	:heavy_check_mark:	:heavy_check_mark:
DSCI 563	Unsupervised Learning	:heavy_check_mark:	:heavy_check_mark:	:heavy_check_mark:
DSCI 573	Feature and Model Selection	:heavy_check_mark:
DSCI 532	Data Visualization II	:heavy_check_mark:
DSCI 562	Regression II	:heavy_check_mark:	:heavy_check_mark:
DSCI 524	Collaborative Software Development	:heavy_check_mark:	:heavy_check_mark:	:heavy_check_mark:
DSCI 553	Statistical Inference and Computation II	:heavy_check_mark:	:heavy_check_mark:
DSCI 574	Spatial and Temporal Models	:heavy_check_mark:	:heavy_check_mark:
DSCI 541	Privacy, Ethics, and Security	:heavy_check_mark:
DSCI 525	Web and Cloud Computing	:heavy_check_mark:
DSCI 554	Experimentation and Causal Inference	:heavy_check_mark:	:heavy_check_mark:
DSCI 575	Advanced Machine Learning	:heavy_check_mark:	:heavy_check_mark:
DSCI 591	Capstone project	:heavy_check_mark:	n/a	n/a

For information about DSCI 591 (our Capstone Project), including a list of past projects and information on how to partner with us, see here.

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Unless otherwise noted, the course materials here are licensed under the CC BY-SA 3.0 Creative Commons License.