Python is a popular programming language that has gained attention for its ease-of-use and wide support for a variety of tasks.
Python is a popular programming language that has gained attention for its ease-of-use and wide support for a variety of tasks. This advanced course is aimed at equipping data analysts to handle data on a larger scale and produce interactive dashboards to effectively communicate results to business stakeholders.
What Will I Learn From This Course?
Utilize Numpy And Dask To Manipulate Large Data Sets.
Generate Visually Compelling Interactive Dashboards Using Plotly.
Pre-requirements
Python For Data Science (beginner)
Technical Requirements:
The class will be conducted using jupyter interactive notebooks. Participants are required to install anaconda python v3. 8 prior to attending this course. We recommend a machine running macos/unix/windows with at least 4gb ram.
Course Outline For This Programme:
Numerical Python (numpy)
Numpy Arrays
Broadcasting Rules
Working With Image Data
Working With Large Data Sets;
In this section we introduce Dask, a Python package for lazy evaluation to handle data frames that are too large to fit in memory. Dask provides a Pandas-friendly interface that allows for manipulation of large data sets without the need for distributed computing platforms such as Spark.
Dashboarding:
In this section, participants learn to build beautiful interactive dashboards from their data with the aid of a Python packaged called Plotly.
Practice Project:
Live coding exercises on a large dataset
In the final section for this course, participants will get their hands dirty by working on a large dataset to simulate a real-life data workflow and put their Python knowledge to the test.
Practice Project:
Live coding exercises on a large dataset
In the final section for this course, participants will get their hands dirty by working on a large dataset to simulate a real-life data workflow and put their Python knowledge to the test.
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