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Data Science with Python

Description

In this lesson, students will be introduced to the module project. They will take a look at how the data is used in the business world to improve aspects of the business as well as predict future outcomes.

Objective

Students will be able to:

  • Explain the benefits of data analytics in the business world
Description

In this lesson, students will learn how to determine the quality of a dataset. They will explore a few raw datasets to access their quality and completeness.

Objective

Students will be able to:

  • Use functions to determine a dataset’s completeness
  • Use functions and a library to check a dataset’s validity and accuracy
Description

In this lesson, students will practice aggregating data by using different sort and group functions and parameters.

Objective

Students will be able to:

  • Group and sort datasets and reflect on the results
  • Sort by multiple columns and analyze and interpret the results
Description

In this lesson, students will practice combining data by using different concatenation and merging techniques.

Objective

Students will be able to:

  • Concatenate two datasets
  • Explain different merge/join methods and determine which method is best given a scenario
  • Use merge/join functions to combine two datasets
Description

In this lesson, students will work on their module projects by gathering and combining data from multiple sources. They will check the quality of the datasets as well as clean, combine and sort them.

Objective

Students will be able to:

  • Assess the quality of data sources and data sets
  • Clean and combine multiple datasets
Description

In this lesson, students will learn different types of bias that can be present and affect data analytics. They will also take time to analyze and interpret their project datasets.

Objective

Students will be able to:

  • Explain and recognize different types of bias that can be present during data analysis and interpretation
Description

In this lesson, students will work on their module projects by creating a business report.

Objective

Students will be able to:

  • Create and present a business report based on data analysis and interpretation
Description

In this lesson, students review content with a 10 question end-of-module quiz.

Objective

Students will be able to:

  • Demonstrate their understanding of data aggregation