Coursework for CS5344 Big Data Analytics Technology @ NUS, Spring 2021
- Big data algorithms and scalability
- Cluster computing architecture
- Market basket analysis
- Customer segmentation
- Recommender engines
- MapReduce and related algorithms
- Finding similar items
- Clustering high-dimensional data
- Frequent itemsets
- Recommender systems
- Link analysis
- Python
- Hadoop ecosystem (HDFS, MapReduce)
- Apache Spark
- Search engine technology (e.g. Google's PageRank, link-spam detection, hubs and authorities)
- Mining of Massive Datasets by J. Leskovec, A. Rajaraman and J.D. Ullman