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Data Analysis with Python (PYTHON05)

 

Course Overview

Everyone's talking about it: data is the new gold, let's dig. Python is our mining tool. Learn how to prepare your data for analysis correctly and efficiently and how to evaluate it in a targeted way using hypothesis techniques.

Who should attend

Data analysts, business analysts, data engineers, BI specialists, database specialists, Excel analysts

Prerequisites

Course Advanced Python (Associate Training) (PYTHON03) or equivalent knowledge

Course Objectives

  • Data preparation
  • Data transformation
  • Quality evaluations
  • Analysis
  • Data analysis applications
  • Introduction to Machine Learning and AI

Course Content

  • Basics of Numpy
    • What this package can do
    • Which data analyses are possible
  • Introduction to pandas
    • Pandas Data Structures
    • Functionality
    • Which data analyses are possible and useful with pandas
  • Loading and saving data
    • Practical handling of the most important file formats
    • Efficiency, performance and reliability
  • Prepare and clean up data
    • Dealing with missing data
    • Data transformation
  • Linking, combining and transforming data
  • Visualization
  • Aggregation and grouping of data
  • Time series
  • Pandas for advanced learners
  • Modelling Libraries
  • Examples from data analysis
  • Overview learning models with scikit
Online Training

Duration 3 days

Price (excl. tax)
  • 2,990.— €
Classroom Training

Duration 3 days

Price (excl. tax)
  • Germany: 2,990.— €
  • Switzerland: CHF 2,700.—
incl. catering
 

Schedule

German
Time zone: Central European Summer Time (CEST)
Online Training Time zone: Central European Summer Time (CEST) Course language: German Guaranteed date!
Online Training Time zone: Central European Time (CET) Course language: German
Online Training Time zone: Central European Summer Time (CEST) Course language: German
Online Training Time zone: Central European Summer Time (CEST) Course language: German
Guaranteed date:   iTLS will carry out all guaranteed training regardless of the number of attendees, exempt from force majeure or other unexpected events, like e.g. accidents or illness of the trainer, which prevent the course from being conducted.
Instructor-led Online Training:   This computer icon in the schedule indicates that this date/time will be conducted as Instructor-Led Online Training.