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

• Tools

• Techniques

 

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