DATAWAREHOUSING AND DATAMINING Lecture Notes

Data Mining: Concepts and Techniques

Course slides (in PowerPoint form)

Chapter 1. Introduction

Chapter 2. Data Warehouse and OLAP Technology for Data Mining

Chapter 3. Data Preparation

Chapter 4. Data Mining Primitives, Languages, and System Architectures

Chapter 5. Concept Description: Characterization and Comparison

Chapter 6. Mining Association Rules in Large Databases (compressed)

Chapter 7. Classification and Prediction

Chapter 8. Cluster Analysis

Chapter 9. Mining Complex Types of Data

Chapter 10. Data Mining Applications and Trends in Data Mining

Appendix A. An Introduction to Microsoft's OLE DB for Data Mining

Appendix B. An Introduction to DBMiner


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Computer Networks

Computer Networks - Andrew.S.Tannenbaum

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Outline (And PPT , PDF Notes)

1. Introduction (2 weeks)
   Overview of the Internet, client/server paradigm, circuit switching, packet switching, physical media, queuing delay and packet loss, TCP/IP and OSI reference models, Internet Protocol Stack
   Lecture Slides: Introduction (PPT , PDF)
   CAnet4 map
   Readings: Chapter 1 (Kurose and Ross); Sections 1.1 - 1.9, 2.2 (Tanenbaum)
2. Network Layer Addressing (1 week)
   NIC addressing, IP addressing, IPv4, IPv6, ICMP
   Lecture Slides: Network Layer Addressing (PPT, PDF), Link Layer Addressing (PPT, PDF)
   Readings: Section 4.4, 5.4 (Kurose and Ross); Section 5.6 (Tanenbaum)
3. Application Layer (1.5 weeks)
   Service requirements, WWW, HTTP, Electronic Mail, Domain Name System, Socket programming
   Lecture Slides: HTTP and WWW (PPT , PDF), FTP, SMTP (PPT, PDF), DNS (PPT, PDF)
   Readings: Chapter 2 (Kurose and Ross); Sections 7.1 - 7.3 (Tanenbaum)
4. Transport Layer (2 weeks)
   Service models, Multiplexing/Demultiplexing, Connection-less transport (UDP), Principles of reliable data transfer, Connection-oriented transport (TCP), TCP congestion control, TCP Variants
   Lecture Slides: Introduction/UDP (PPT, PDF), Checksum IP/UDP (PPT, PDF), Reliable Data Transfer (PPT, PDF), Transmission Control Protocol (PPT,PDF)
   Readings: Chapter 3 (Kurose and Ross); Chapter 6 (Tanenbaum)
5. Network Layer Routing (1.5 weeks)
   Routing and forwarding, Routing algorithms, Routing in the Internet, Multicast
   Lecture Slides: Forwarding (PPT, PDF), Routing (PPT, PDF)
   Readings: Chapter 4 (Kurose and Ross); Chapter 5 (Tanenbaum)
6. Link Layer and Local Area Networks (1.5 weeks)
   Link layer services, Error detection and correction, Multiple Access Protocols, Link layer addressing, Ethernet, Hubs and switches, Point-to-Point Protocol
   Lecture Slides: (PPT, PDF)
   Readings: Chapter 5 (Kurose and Ross); Sections 3.1, 4.1 - 4.3 (Tanenbaum)
7. Wireless and Mobile Networks (1.5 weeks)
   Wireless links and network characteristics, Wi-Fi: IEEE 802.11 Wireless LANs, Cellular Internet Access, Mobility management and Mobile IP
   Lecture Slides: (PPT, PDF)
   Readings: Chapter 6 (Kurose and Ross); Sections 4.4 - 4.5 (Tanenbaum)
8. Multimedia Networking (1 week)
   Networked multimedia applications, best-effort service and multimedia delivery requirements, Multimedia protocols (RTSP, RTP, RTCP, SIP), Content Distribution Networks
   Lecture Slides: (PPT, PDF)
   Readings: Sections 7.1 - 7.5 (Kurose and Ross); Section 7.4 (Tanenbaum)
9. Security (1 week)
   Principles of cryptography, symmetric key algorithms, public key algorithms
   Readings: Sections 8.1 - 8.5 (Kurose and Ross); Sections 8.1 - 8.3 (Tanenbaum)