Course assignments for "INF553: Foundations and Applications of Data Mining"
| Assignments | Topic | Programming Language | Related Algorithm |
|---|---|---|---|
| 1 | Explore the Yelp dataset&&Parition | Python, Scala | MapRedue |
| 2 | Find Frequent Item Set | Python, Scala | A-Priori, SON, MutiHash, MutiStage |
| 3 | LSH & Recommendation System | Python, Scala | LSH, Content-based, Model-based, Collaborative Filtering(Item-based & User-based), Hybrid recommendation system |
| 4 | Social Network Analysis | Python, Scala | Girvan-Newman |
| 5 | Streaming | Python, Scala | Reservoir Sampling, Flajolet- Martin, DGIM |
| 6 | Clustering | Python, Scala | BFR algorithm, Kmeans |