Skills › Data Analytics & Business Intelligence

Python for Data

Analyse and visualise data with pandas, NumPy, and matplotlib in Jupyter.

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After this skill you can…

  • Clean and transform a messy dataset with pandas
  • Create publication-quality charts with matplotlib/seaborn
  • Conduct exploratory data analysis in a Jupyter notebook

Prerequisites

Watch (10 videos)

Monte Carlo: Forecasting Stock Prices Part I
365 Data Science · beginner hands-on
→ Import necessary libraries→ Manipulate data using Pandas→ Visualize data using Matplotlib
Real Estate Data Visualization Using Map in Python
NeuralNine · beginner hands-on
→ Use Pandas for Data Manipulation→ Create Interactive Maps with Folium
Python Tutorial : Importing flat files from the web
DataCamp · beginner hands-on
→ Write Python code to import data→ Use pandas to load data
Python Tutorial : Meet the Tuples
DataCamp · beginner hands-on
→ Apply tuple concepts to data science problems→ Use tuples with zip and enumerate functions
How To Install Python for Data Science
mCoding · beginner hands-on
→ Install Python for data science→ Set up interactive data visualization
Data Analysis with Python - Full Course for Beginners (Numpy, Pandas, Matplotlib, Seaborn)
freeCodeCamp.org · beginner hands-on
→ Analyze data using Python libraries→ Create visualizations with Matplotlib and Seaborn
Help and Dir Functions - Python Quick Tips
Tech With Tim · beginner hands-on
→ Use help and dir functions in Python→ Gather information from Python objects and classes
Python Tutorial: VENV (Windows) - How to Use Virtual Environments with the Built-In venv Module
Corey Schafer · beginner hands-on
→ Create virtual environments in Python→ Use venv module on Windows
I Let Python Pick My March Madness Bracket - Bracket Simulation Tutorial
Corey Schafer · intermediate hands-on
→ Build data-driven simulations using Python→ Implement weighted probability systems in Python
Learn Python in 3 Hours! Beginner's Guide to Data Science, ML & Generative AI
Analytics Vidhya · beginner hands-on
→ Master Python programming for data science→ Use Python libraries for data analysis