Python Data Science

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Essential Skills Gained

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Build a Strong Python Foundation: Master the fundamentals of Python programming, including functions, data structures, and control flow, as a basis for data science.

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Use Jupyter Notebooks for Data Science Workflows: Learn to create and manage Jupyter Notebooks for organizing and presenting data analyses effectively.

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Manipulate Data with Pandas: Work with DataFrames to clean, modify, and analyze structured data using Boolean masks, time series, and groupby operations.

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Interact with Databases: Connect to and query relational databases like SQLite and PostgreSQL, as well as NoSQL databases like MongoDB, to manage and analyze data.

Format

  • Instructor-led
  • 5 days with lectures and hands-on labs.

Audience

  • Data Analysts or Administrators
  • Business Intelligence Professionals
  • Data Scientists
  • Software Developers

Description

This course offers a comprehensive introduction to Python for data science, equipping participants with the skills to manipulate, analyze, and visualize data effectively. Starting with foundational Python programming, the course progresses to cover essential tools like Pandas for data manipulation, Matplotlib and Seaborn for visualization, and Numpy for numerical computations. Participants will learn to work with relational databases like SQLite and PostgreSQL, as well as NoSQL databases like MongoDB, to manage and analyze large datasets. The course also explores using Jupyter Notebooks for organizing analyses, cleaning and preparing data, and performing advanced computations with SciPy. By the end, attendees will be prepared to tackle real-world data challenges and make data-driven decisions confidently.

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Upcoming Course Dates

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Course Outline

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Day 1: Foundational Python

Day 2: Foundational Python (Continued)

Days 3-5: Python Data Science

Regular Expression

Pandas

Python and Databases

Matplotlib

Seaborn

Numpy

Scipy

Additional Python Data Science Tools

Optional- PCEP Certification Guide

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