{"id":13856470,"url":"https://github.com/UBC-MDS/public","last_synced_at":"2025-07-13T17:32:02.821Z","repository":{"id":41128717,"uuid":"50009689","full_name":"UBC-MDS/public","owner":"UBC-MDS","description":"Public documents for the Master of Data Science program at the University of British Columbia","archived":false,"fork":false,"pushed_at":"2022-12-27T20:37:32.000Z","size":13327,"stargazers_count":210,"open_issues_count":0,"forks_count":70,"subscribers_count":30,"default_branch":"master","last_synced_at":"2024-08-06T03:01:55.774Z","etag":null,"topics":["algorithms-and-data-structures","education","machine-learning","teaching","teaching-materials"],"latest_commit_sha":null,"homepage":"","language":null,"has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/UBC-MDS.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null}},"created_at":"2016-01-20T06:28:50.000Z","updated_at":"2024-08-04T22:12:41.000Z","dependencies_parsed_at":"2023-01-31T05:16:03.225Z","dependency_job_id":null,"html_url":"https://github.com/UBC-MDS/public","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/UBC-MDS%2Fpublic","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/UBC-MDS%2Fpublic/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/UBC-MDS%2Fpublic/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/UBC-MDS%2Fpublic/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/UBC-MDS","download_url":"https://codeload.github.com/UBC-MDS/public/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":225905673,"owners_count":17543013,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["algorithms-and-data-structures","education","machine-learning","teaching","teaching-materials"],"created_at":"2024-08-05T03:01:01.531Z","updated_at":"2025-07-13T17:32:02.805Z","avatar_url":"https://github.com/UBC-MDS.png","language":null,"funding_links":[],"categories":["Others"],"sub_categories":[],"readme":"# UBC MDS public teaching materials\n\nThis repository contains publicly available versions of some of the teaching materials from the [UBC Master of Data Science program](https://masterdatascience.ubc.ca/). See below for the currently available material. The links in the left column lead to course-specific repositories.\n\nCourse Number                                                    |  Course Title                                |  syllabus             | lecture notes             | labs                |  lecture videos |\n-----------------------------------------------------------------|----------------------------------------------|---------------------|----------------------|---------------------|----------|\n[DSCI 511](https://github.com/UBC-MDS/DSCI_511_prog-dsci)        |  Programming for Data Science                |   :heavy_check_mark: |   :heavy_check_mark:      |                     |      :heavy_check_mark:  |\n[DSCI 521](https://github.com/UBC-MDS/DSCI_521_platforms-dsci)   |  Computing Platforms for Data Science        |   :heavy_check_mark: | :heavy_check_mark:   | :heavy_check_mark:  |       |\n[DSCI 551](https://github.com/UBC-MDS/DSCI_551_stat-prob-dsci)   |  Descriptive Statistics and Probability for Data Science | :heavy_check_mark: | :heavy_check_mark: |                     |        |\n[DSCI 542](https://github.com/UBC-MDS/DSCI_542_comm-arg)         |  Communication and Argumentation             |   :heavy_check_mark: |                      |                     |       |\n[DSCI 523](https://github.com/UBC-MDS/DSCI_523_r-prog)   |  Programming for Data Manipulation                             |   :heavy_check_mark: |                      |                     |        |\n[DSCI 512](https://github.com/UBC-MDS/DSCI_512_alg-data-struct)  |  Algorithms and Data Structures              |   :heavy_check_mark: | :heavy_check_mark:   | :heavy_check_mark:  |   :heavy_check_mark:   |\n[DSCI 531](https://github.com/UBC-MDS/DSCI_531_viz-1)            |  Data Visualization I                        |   :heavy_check_mark: |   :heavy_check_mark: | :heavy_check_mark: |      |\n[DSCI 552](https://github.com/UBC-MDS/DSCI_552_stat-inf-1)       |  Statistical Inference and Computation I     |   :heavy_check_mark: |                      |                     |      |\n[DSCI 522](https://github.com/UBC-MDS/DSCI_522_dsci-workflows)   |  Data Science Workflows                      |   :heavy_check_mark: | :heavy_check_mark:                      |    :heavy_check_mark:                  |      |\n[DSCI 513](https://github.com/UBC-MDS/DSCI_513_database-data-retr)|  Databases and Data Retrieval               |   :heavy_check_mark: |                      |                     |      |\n[DSCI 561](https://github.com/UBC-MDS/DSCI_561_regr-1)            |  Regression I                               |   :heavy_check_mark: |                      |                     |      |\n[DSCI 571](https://github.com/UBC-MDS/DSCI_571_sup-learn-1)       |  Supervised Learning I                      |   :heavy_check_mark: | :heavy_check_mark:                     |                     |      |\n[DSCI 572](https://github.com/UBC-MDS/DSCI_572_sup-learn-2)       |  Supervised Learning II                     |   :heavy_check_mark: | :heavy_check_mark:   | :heavy_check_mark:  |       |\n[DSCI 563](https://github.com/UBC-MDS/DSCI_563_unsup-learn)       |  Unsupervised Learning                      |   :heavy_check_mark: | :heavy_check_mark:                      |   :heavy_check_mark:                  |       |\n[DSCI 573](https://github.com/UBC-MDS/DSCI_573_feat-model-select) |  Feature and Model Selection                |   :heavy_check_mark: |                      |                     |       |\n[DSCI 532](https://github.com/UBC-MDS/DSCI_532_viz-2)             |  Data Visualization II                      |   :heavy_check_mark: |                      |                     |      |\n[DSCI 562](https://ubc-mds.github.io/DSCI_562_regr-2/)                   |  Regression II                              |   :heavy_check_mark: | :heavy_check_mark:   | :heavy_check_mark:  |       |\n[DSCI 524](https://github.com/UBC-MDS/DSCI_524_collab-sw-dev)     |  Collaborative Software Development         |   :heavy_check_mark: | :heavy_check_mark:  |  :heavy_check_mark:  |      |\n[DSCI 553](https://github.com/UBC-MDS/DSCI_553_stat-inf-2)        |  Statistical Inference and Computation II   |   :heavy_check_mark: |                      |                     |      |\n[DSCI 574](https://github.com/UBC-MDS/DSCI_574_spat-temp-mod)     |  Spatial and Temporal Models                |   :heavy_check_mark: |                      |                     |       |\n[DSCI 541](https://github.com/UBC-MDS/DSCI_541_priv-eth-sec)      |  Privacy, Ethics, and Security              |   :heavy_check_mark: |                      |                     |      |\n[DSCI 525](https://github.com/UBC-MDS/DSCI_525_web-cloud-comp)    |  Web and Cloud Computing                    |   :heavy_check_mark: |                      |                     |          |\n[DSCI 554](https://ubc-mds.github.io/DSCI_554_exper-causal-inf/)  |  Experimentation and Causal Inference       |   :heavy_check_mark: |                      |                     |      |\n[DSCI 575](https://github.com/UBC-MDS/DSCI_575_adv-mach-learn)    |  Advanced Machine Learning                  |   :heavy_check_mark: |                      |                     |      |\n[DSCI 591](https://github.com/UBC-MDS/DSCI_591_capstone-proj)     | Capstone project                            |   :heavy_check_mark: |       n/a            |       n/a           |      |\n\n\nFor information about DSCI 591 (our Capstone Project), including a list of past projects and information on how to partner with us, see [here](https://ubc-mds.github.io/capstone/about/).\n\n-----------------\n\nUnless otherwise noted, the course materials here are licensed under the [CC BY-SA 3.0 Creative Commons License](https://creativecommons.org/licenses/by-sa/3.0/us/).\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2FUBC-MDS%2Fpublic","html_url":"https://awesome.ecosyste.ms/projects/github.com%2FUBC-MDS%2Fpublic","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2FUBC-MDS%2Fpublic/lists"}