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Growth Paths / DS Curriculum 9: Data science tools and methods
AdvancedSkills

DS Curriculum 9: Data science tools and methods

The tools, the method and the wrangling every analysis needs.

The tools, the method and the wrangling every analysis needs. Free courses, a free self-check for each, and real work confirmed by 3 people. Part of the Varsity Curriculum: Data Science, adapted from OSSU Data Science (CC BY-SA 4.0).

Part of: Data Science · Proves for: UG

3 required outcomes15 weeksCredential on completion

Path outcomes

How this is verified: 5 are checked automatically, then confirmed by one person; 2 are confirmed by people who saw the work.

Skills

Master Your Tools (The Missing Semester)

Tools for Data Science — reuses an outcome Powstik already has.

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2 milestones

  1. 1Do the course work in public
  2. 2Automate a chore with a script
Skills

Build and Ship a Data Science Project

Data Science Methodology — reuses an outcome Powstik already has.

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3 milestones

  1. 1Define the question, source the data, and complete exploratory analysis
  2. 2Build, evaluate, and iterate on an analysis or model pipeline
  3. 3Publish findings with reproducible code and present to a technical reviewer
Skills

Wrangle Messy Data into Shape

Data Science: Wrangling

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2 milestones

  1. 1Do the course work in public
  2. 2Clean a messy public dataset

Resources for this path

No affiliate links. No sponsored placements.

The course map this path is adapted from (CC BY-SA 4.0).