What will you learn in Python for data science training?
CertOcean's Python Certification Training for Data Science covers the skills a data scientist needs, in this order:
- Python basics
- Sequences and file operations
- Functions, modules, OOP, errors and exceptions
- NumPy, pandas and Matplotlib
- Data manipulation
- Introduction to machine learning with Python
- Supervised learning I: decision trees, random forests and logistic regression
- Dimensionality reduction
- Supervised learning II: Naive Bayes and support vector machines
- Unsupervised learning and clustering
- Association rules and recommendation systems
- Reinforcement learning
- Time series analysis
- Model selection and boosting
