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