Table of Contents,1. Introduction 32. Data Management 32.1 Database 32.2 Database Systems 32.2.1 Requirements Modeling 42.2.2 Schema Design: 42.2.3 Implementation 42.3 Project 43. Data Mining 53.1 Knowledge Discovery in Databases data (ITCS 6162) 53.1.1 Association rules 63.1.2 Classification 73.1.3 Clustering 73.1.3.1 Partitioning methods 83.1.3.2 Hierarchical methods 83.1.4 Anomaly detection 83.1.4.1 Graph-based 93.1.4.2 Graph-based statistics 93.1.4.3 Distance-based 93.2 Knowledge-based systems (ITCS 6155) 93.2.1 Information systems 93.2.2 Query Languages ​​and their semantics 103.2.3 Project 114. Conclusion 125. References 121. IntroductionThe basics of Data has always fascinated me since my studies with a great curiosity to know how big data is managed and queried. This led me to do a Masters in Computer Science specializing in the field of data management. During my study, I understood the concepts of DBMS which provides a robust and efficient way to manage and explore data. Through courses such as Database Systems (ITCS 6160), Knowledge Discovery in Databases (ITCS 6162) and Knowledge Based Systems (ITCS 6155), I gained sufficient theoretical and practical knowledge about the importance of good data organization , good techniques for building an efficient database. management system and to what extent the data can be managed.2. Data Management2.1 DatabaseAs defined by Kroenke, database is an integrated, self-describing collection of related data. Data is stored uniformly, usually in the same place, for example on a single physical computer. A database maintains a description of the data it contains and the data has some relationship with other data in the database...... middle of paper ......gem to level topics advance. I enriched my knowledge on the use of databases, knowledge discovery in databases and the role database plays in maintaining authentication, confidentiality and integrity. Courses like KDD and KBS were difficult because the majority of KDD concepts are still being researched and have not yet been put into practice. References are mentioned below. Apart from classes, I had the chance to interact with many students and professors, which helped me gain a lot of knowledge and self-confidence.5. References1. http://coitweb.uncc.edu/~ras/KBS-13-Summer.html2. http://coitweb.uncc.edu/~ras/KDD-Fall.html3. http://coitweb.uncc.edu/~ras/Muslea-paper.pdf4. Lecture Notes on Database Systems by Li-Shiang Tsay and Wensheng Wu5.http://www.anderson.ucla.edu/faculty/jason.frand/teacher/technologies/palace/datamining.htm