# data science topis

**Topic : Introduction to data science**

- <div>Data scientist skills</div>
- <div>Data scientist responsibilities </div>
- <div>data vs information</div>

**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