Python for Data Science: Automation and Advanced Techniques

Course Overview
This course is essential in the technology domain; it equips participants with the skills to leverage Python for automating data science processes. Automation becomes a key component in data analysis, thus this program focuses on using Python to streamline data manipulation, analysis, and visualization tasks. This course is suitable for individuals who recently learned to use Python and those who have experience in it to enhance their automation skills. By the end of the training, participants will be proficient in automating data workflows, improving efficiency, and applying advanced Python libraries for data science.

Course Objectives
This program aims to:

• Learn how to break down business processes
• Learn how to apply Python and Pandas Coding
• Learn how to work with databases and create reports
• Equip participants with the skills to streamline their data workflows for better productivity.

Course Outline
This course covers a range of modules designed to take you from beginner to proficient in Python automation for data science:

Module 1: Introduction to Python and Data Science

• Overview of Python and its applications in data science
• Setting up Python environments

Module 2: Data Structures and Control Flow

• Data types and structures in Python
• Control flow statements: loops, conditions, and iterations

Module 3: Automating Data Collection and Cleaning

• Introduction to Pandas for data manipulation
• Automating data collection with Python

Module 4: Data Visualization and Reporting Automation

• Using Matplotlib and Seaborn for data visualization
• Automating report generation

Module 5: Working with APIs and Databases

• Automating data extraction from APIs
• Interacting with databases using Python

Module 6: Advanced Python Automation for Data Science

• Automating machine learning model pipelines
• Introduction to libraries like Scikit-learn and TensorFlow
• Final project: Implementing automation in a real-world scenario

Target Group
This course is ideal for:

• Data analysts and scientists looking to automate data workflows
• Python enthusiasts aiming to enhance their programming skills in data science
• Business professionals seeking to improve productivity with automation
• Graduates or students in fields related to data analysis, IT, or computer science

Program Cost

• 5-day program: €3700
• 10-day program: €6500
  These prices cover all training materials and access to our online resources.

The course is available on different dates upon request to accommodate individual schedules. For further details on upcoming sessions, please contact us.

Organizers
The Geneva Institute of Business Management organizes this course with its partners across Europe.