Python for Data Science & AI
All Courses
Data Science
beginner

Python for Data Science & AI

4.9
9,442 students
3h 45m
15 lessons

About this course

Learn Python from scratch, master NumPy, Pandas, Scikit-learn, TensorFlow. Build real ML models.

Course Content

Python Programming Basics

  • Control Flow, Loops, and Functions15min
  • Working with Files and Modules15min
  • Data Types, Variables, and Operators15min
  • Setting Up Python and Jupyter15min

NumPy and Pandas

  • Pandas Series and DataFrames15min
  • Grouping, Merging, and Aggregation15min
  • Data Cleaning and Transformation15min
  • NumPy Arrays and Vectorized Operations15min

Data Visualization

  • seaborn for Statistical Visualization15min
  • matplotlib: Line, Bar, and Scatter Plots15min
  • Interactive Plots with Plotly15min

Machine Learning Introduction

  • The Machine Learning Pipeline15min
  • Model Evaluation and Validation15min
  • Project: A Real Predictive Model15min
  • Scikit-learn: Classification and Regression15min