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)
Self learning
Self-learning agents in games