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data science topis

Topic : Introduction to data science

  • Data scientist skills
  • Data scientist responsibilities 
  • data vs information


Topic : Presenting data science projects

  • Planning

  • performing

  • Data visualization

  • Data analytics

 

Topic : Ethics of data science

  • Code of ethics

  • Privacy, transparency and security

  • Consent

  • Fairness and Algorithms

 

Topic : Data manipulation

  • What is data manipulation?
  • Tools

  • Techniques

Topic : Artifical intelegence

  • AI history
  • Three phases of AI
  • Learning processes
  • Strong AI vs. weak AI

  • AI ethics
  • Case studies

    • business

    • education

    • healthcare

    • finance 

Topic : Machine Learning

  • Mathematics for machine learning

    • Linear algebra and discrete mathematics

    • Multivariate calculus

    • Statistics

  • Machine learning algorithms

  • Machine learning pipeline

  • Optimisation for machine learning

 

Topic : Deep learning

  • Deep learning vs machine learning

  • Natural language processing (NLP)

  • Artificial intelligence

    • Self learning

      • Self-learning agents in games