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Start 5 June 2026 08:01

Einde 5 June 2026

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A Gentle Introduction to Data Science

Explore data science fundamentals, from AI's influence to practical machine learning in Python. Covers key concepts, problem-solving applications, and essential Python tools for aspiring data scientists.
EuroPython Conference via YouTube

EuroPython Conference

6076 Cursussen


32 minutes

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Overzicht

Explore data science fundamentals, from AI's influence to practical machine learning in Python. Covers key concepts, problem-solving applications, and essential Python tools for aspiring data scientists.

Lesprogramma

  • Introduction to Data Science
  • Overview of Data Science and its impact
    AI's role within Data Science
    Real-world applications of Data Science
  • Data Science Methodology
  • Understanding the data science process
    Problem formulation and hypothesis generation
    Data-driven decision making
  • Data Collection and Cleaning
  • Types of data: structured and unstructured
    Data collection techniques
    Data cleaning and preprocessing
  • Exploratory Data Analysis (EDA)
  • Descriptive statistics
    Data visualization techniques
    Identifying patterns and insights
  • Introduction to Python for Data Science
  • Python basics and setup
    Jupyter notebooks
  • Essential Python Libraries
  • NumPy for numerical data
    Pandas for data manipulation
    Matplotlib and Seaborn for data visualization
  • Introduction to Machine Learning
  • Supervised vs. Unsupervised learning
    Model selection and evaluation
    Overfitting and underfitting
  • Practical Machine Learning in Python
  • Scikit-learn basics
    Building simple linear regression models
    Classification with decision trees and logistic regression
  • Data Science Ethics
  • Importance of ethics in data science
    Data privacy and security
    Bias and fairness in AI
  • Capstone Project
  • Define a data-driven problem
    Apply the complete data science process
    Present findings and insights

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