计算机科学系本科生课程, 厦门大学, 2020-09

Coming Soon…


计算机科学系研究生课程, 厦门大学, 2020-09

Coming Soon…

SWE404 Big Data Analytics

Undergraduate course of software engineering, Xiamen University Malaysia, 2020-04

We look at the details of the big data tools Hadoop, Spark and related tools that provide SQL-like access to unstructured data. Some more advanced techniques such as Spark Streaming and MLlib will also be introduced. Based on Python, we use PySpark as the main programming tool to implement big data applications. We also introduce some machine learning techniques such as classification, regresion, clustering and collaborative filtering and how to implement them to real applications using PySpark and MLlib API.

CST207 Design and Analysis of Algorithms

Undergraduate course of computer science and technology, Xiamen University Malaysia, 2020-04

This course covers introduction to algorithms, asymptotic analysis, analyzing algorithms, probabilistic analysis, recursive algorithm, divide-and-conquer algorithms, dynamic programming, greedy algorithms, NP-complete theory, backtracking, branch-and-bound, searching problems and approximation algorithms.