Here is a list of topics for cse217a. Note that this list is tentative and might change over the course of the semester.
- What is Data Science? What is Machine Learning?
- Data Science Tasks and Workflow
- Regression
- Exploratory Data Analysis (EDA)
- Sentiment and Text Analysis
- Classification
- Clustering
- Similarity-based Approaches
- Recommendation Systems
- Feature Engineering
- Data Engineering
- [optional] Image Classification
- [optional] Gesture Recognition
- [optional] Topic Models
- …