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intermediatedata

Data Science with Python

From data wrangling to machine learning

10 weeks
40 lessons

About This Course

Learn data analysis, visualization, and machine learning using Python, pandas, and scikit-learn. Real-world datasets and capstone project included.

Curriculum

Module 1: Python for Data

  • ▶ Python refresher
  • ▶ NumPy arrays
  • ▶ Pandas DataFrames
  • ▶ Data cleaning

Module 2: Visualization

  • ▶ Matplotlib
  • ▶ Seaborn
  • ▶ Interactive dashboards
  • ▶ Storytelling with data

Module 3: ML Basics

  • ▶ Supervised learning
  • ▶ Model evaluation
  • ▶ Feature engineering
  • ▶ Scikit-learn pipeline

Module 4: Advanced Topics

  • ▶ Deep learning intro
  • ▶ NLP basics
  • ▶ Time series
  • ▶ Capstone project

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Duration10 weeks
Lessons40
Levelintermediate