Data Science with Python - Preparation for the PCED certification from Python Institute
Data Science with Python - Preparation for the PCED certification from Python Institute
Discover how to work with data efficiently using Python! In this course, you¿ll learn to connect to various data sources, transform them with libraries like Pandas, Polars, and Vaex, compute key statistical measures, and create stunning visualizations with Matplotlib, Seaborn, and Bokeh. Additionally, we prepare you for the official PCED-Certified Entry-Level Data Analyst with Python certification from the Python Institute.
Specific goals | Temary
OBJECTIVES
- Master data processing and analysis with Python
- Acquire skills in statistical analysis and data visualization
- Get introduced to predictive analysis and machine learning
SYLLABUS
- Fundamentals of data analysis
- Data preparation and validation (structured and unstructured)
- Key libraries: Pandas, Vaex, Polars, Dask, Numpy, Scikit-learn
- Data sources: CSV, Excel, JSON, PDF, databases, web scraping
- Structures and transformations in Python: lists, tuples, DataFrames, null values, duplicates, columns, and indexes
- Statistics: mean, mode, median, correlation, groupings
- Graphics with Matplotlib, Seaborn, and Bokeh: lines, bars, scatter, heatmaps
- Data export and introduction to machine learning (linear regression)
INFO: This activity prepares students to obtain the official PCEP certificate from PYTHON INSTITUTE. This action is voluntary and requires a payment. Barcelona Activa does not manage or facilitate the certification process, which is completely external to this institution.
PYTHON DATA TRAINING PATH
Level 0
Introduction to Big Data and Python - Online Course
Level 1
Python for Beginners
Level 2
Data Science with Python
Editions
General information
>> This activity prepares students to obtain the official certification from the PYTHON INSTITUTE. This is a voluntary action and requires payment. Barcelona Activa does not manage or facilitate the certification process, which is entirely external to this institution.
>> If the format is virtual and streamed, it will be carried out through the free Microsoft Teams platform. Registered participants will receive the link with the invitation and access instructions via email before the session starts.
>> Entry to the classroom will not be allowed after 15 minutes once the activity has started.
>> The language in which each session is delivered is specified in the description of each activity.
>> Any training activity of Cibernàrium may be recorded through an image capture system for the purpose of subsequent dissemination via a medium or support within the mission of Barcelona Activa to contribute to economic promotion and employment. During the recording process, images of the training participants may occasionally be captured. Registration for Cibernàrium activities implies authorization for Barcelona Activa to use these images for the mentioned purpose.
Trainer's person
PARELLADA MIRALLES
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