SlideShare una empresa de Scribd logo

18231979 Data Mining

•Descargar como PPT, PDF•
•
R
Raghav agrawal
Tecnología
1 de 38
Data Mining: Concepts and Techniques — Slides for Textbook — — Chapter 1 — ,[object Object],[object Object],[object Object],[object Object],[object Object],August 15, 2009 Data Mining: Concepts and Techniques
Acknowledgements ,[object Object],[object Object],[object Object],August 15, 2009 Data Mining: Concepts and Techniques
CMPT-459-00.3 Course Schedule ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],August 15, 2009 Data Mining: Concepts and Techniques
Where to Find the Set of Slides? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],August 15, 2009 Data Mining: Concepts and Techniques
Chapter 1. Introduction ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],August 15, 2009 Data Mining: Concepts and Techniques
Motivation: “Necessity is the Mother of Invention” ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],August 15, 2009 Data Mining: Concepts and Techniques
Evolution of Database Technology (See Fig. 1.1) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],August 15, 2009 Data Mining: Concepts and Techniques
What Is Data Mining? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],August 15, 2009 Data Mining: Concepts and Techniques
Why Data Mining? — Potential Applications ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],August 15, 2009 Data Mining: Concepts and Techniques
Market Analysis and Management (1) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],August 15, 2009 Data Mining: Concepts and Techniques
Market Analysis and Management (2) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],August 15, 2009 Data Mining: Concepts and Techniques
Corporate Analysis and Risk Management ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],August 15, 2009 Data Mining: Concepts and Techniques
Fraud Detection and Management (1) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],August 15, 2009 Data Mining: Concepts and Techniques
Fraud Detection and Management (2) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],August 15, 2009 Data Mining: Concepts and Techniques
Other Applications ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],August 15, 2009 Data Mining: Concepts and Techniques
Data Mining: A KDD Process ,[object Object],August 15, 2009 Data Mining: Concepts and Techniques Data Cleaning Data Integration Databases Data Warehouse Knowledge Task-relevant Data Selection Data Mining Pattern Evaluation
Steps of a KDD Process ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],August 15, 2009 Data Mining: Concepts and Techniques
Data Mining and Business Intelligence August 15, 2009 Data Mining: Concepts and Techniques Increasing potential to support business decisions End User Business Analyst Data Analyst DBA Making Decisions Data Presentation Visualization Techniques Data Mining Information Discovery Data Exploration OLAP, MDA Statistical Analysis, Querying and Reporting Data Warehouses / Data Marts Data Sources Paper, Files, Information Providers, Database Systems, OLTP
Architecture of a Typical Data Mining System August 15, 2009 Data Mining: Concepts and Techniques Data Warehouse Data cleaning & data integration Filtering Databases Database or data warehouse server Data mining engine Pattern evaluation Graphical user interface Knowledge-base
Data Mining: On What Kind of Data? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],August 15, 2009 Data Mining: Concepts and Techniques
Data Mining Functionalities (1) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],August 15, 2009 Data Mining: Concepts and Techniques
Data Mining Functionalities (2) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],August 15, 2009 Data Mining: Concepts and Techniques
Data Mining Functionalities (3) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],August 15, 2009 Data Mining: Concepts and Techniques
Are All the “Discovered” Patterns Interesting? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],August 15, 2009 Data Mining: Concepts and Techniques
Can We Find All and Only Interesting Patterns? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],August 15, 2009 Data Mining: Concepts and Techniques
Data Mining: Confluence of Multiple Disciplines August 15, 2009 Data Mining: Concepts and Techniques Data Mining Database Technology Statistics Other Disciplines Information Science Machine Learning Visualization
Data Mining: Classification Schemes ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],August 15, 2009 Data Mining: Concepts and Techniques
A Multi-Dimensional View of Data Mining Classification ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],August 15, 2009 Data Mining: Concepts and Techniques
OLAP Mining: An Integration of Data Mining and Data Warehousing ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],August 15, 2009 Data Mining: Concepts and Techniques
An OLAM Architecture August 15, 2009 Data Mining: Concepts and Techniques Data Warehouse Meta Data MDDB OLAM Engine OLAP Engine User GUI API Data Cube API Database API Data cleaning Data integration Layer3 OLAP/OLAM Layer2 MDDB Layer1 Data Repository Layer4 User Interface Filtering&Integration Filtering Databases Mining query Mining result
Major Issues in Data Mining (1) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],August 15, 2009 Data Mining: Concepts and Techniques
Major Issues in Data Mining (2) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],August 15, 2009 Data Mining: Concepts and Techniques
Summary ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],August 15, 2009 Data Mining: Concepts and Techniques
A Brief History of Data Mining Society ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],August 15, 2009 Data Mining: Concepts and Techniques
Where to Find References? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],August 15, 2009 Data Mining: Concepts and Techniques
References ,[object Object],[object Object],[object Object],[object Object],[object Object],August 15, 2009 Data Mining: Concepts and Techniques
http://www.cs.sfu.ca/~han ,[object Object],August 15, 2009 Data Mining: Concepts and Techniques
CMPT-843 Course Arrangement ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],August 15, 2009 Data Mining: Concepts and Techniques

Recomendados

Chapter 08 Data Mining Techniques
Chapter 08 Data Mining Techniques Chapter 08 Data Mining Techniques
Chapter 08 Data Mining Techniques Houw Liong The
 
data mining
data miningdata mining
data mininguoitc
 
Chapter 1. Introduction
Chapter 1. IntroductionChapter 1. Introduction
Chapter 1. Introductionbutest
 
introduction to data mining tutorial
introduction to data mining tutorial introduction to data mining tutorial
introduction to data mining tutorial Salah Amean
 
What Is DATA MINING(INTRODUCTION)
What Is DATA MINING(INTRODUCTION)What Is DATA MINING(INTRODUCTION)
What Is DATA MINING(INTRODUCTION)Pratik Tambekar
 
Data Mining : Concepts
Data Mining : ConceptsData Mining : Concepts
Data Mining : ConceptsPragya Pandey
 
Introduction
IntroductionIntroduction
Introductionneelamoberoi1030
 
Lecture - Data Mining
Lecture - Data MiningLecture - Data Mining
Lecture - Data MiningInternational Quality and Productivity Center (IQPC India)
 

Recomendados

Chapter 08 Data Mining Techniques
Chapter 08 Data Mining Techniques Chapter 08 Data Mining Techniques
Chapter 08 Data Mining Techniques Houw Liong The
 
data mining
data miningdata mining
data mininguoitc
 
Chapter 1. Introduction
Chapter 1. IntroductionChapter 1. Introduction
Chapter 1. Introductionbutest
 
introduction to data mining tutorial
introduction to data mining tutorial introduction to data mining tutorial
introduction to data mining tutorial Salah Amean
 
What Is DATA MINING(INTRODUCTION)
What Is DATA MINING(INTRODUCTION)What Is DATA MINING(INTRODUCTION)
What Is DATA MINING(INTRODUCTION)Pratik Tambekar
 
Data Mining : Concepts
Data Mining : ConceptsData Mining : Concepts
Data Mining : ConceptsPragya Pandey
 
Introduction
IntroductionIntroduction
Introductionneelamoberoi1030
 
Lecture - Data Mining
Lecture - Data MiningLecture - Data Mining
Lecture - Data MiningInternational Quality and Productivity Center (IQPC India)
 
Dwdm
DwdmDwdm
DwdmsolairajAnandappan
 
Introduction data mining
Introduction data miningIntroduction data mining
Introduction data miningRana Chakraborty
 
Data mining (lecture 1 & 2) conecpts and techniques
Data mining (lecture 1 & 2) conecpts and techniquesData mining (lecture 1 & 2) conecpts and techniques
Data mining (lecture 1 & 2) conecpts and techniquesSaif Ullah
 
Knowledge discovery thru data mining
Knowledge discovery thru data miningKnowledge discovery thru data mining
Knowledge discovery thru data miningDevakumar Jain
 
Data mining
Data miningData mining
Data miningKinza Razzaq
 
Introduction to Data Mining
Introduction to Data MiningIntroduction to Data Mining
Introduction to Data MiningDataminingTools Inc
 
Data science syllabus
Data science syllabusData science syllabus
Data science syllabusanoop bk
 
Data mining 1
Data mining 1Data mining 1
Data mining 1Krunal Doshi
 
Introduction To Data Mining
Introduction To Data Mining Introduction To Data Mining
Introduction To Data Mining Phi Jack
 
Data mining and Machine learning expained in jargon free & lucid language
Data mining and Machine learning expained in jargon free & lucid languageData mining and Machine learning expained in jargon free & lucid language
Data mining and Machine learning expained in jargon free & lucid languageq-Maxim
 
A Practical Approach To Data Mining Presentation
A Practical Approach To Data Mining PresentationA Practical Approach To Data Mining Presentation
A Practical Approach To Data Mining Presentationmillerca2
 
Introduction to Data Mining
Introduction to Data Mining Introduction to Data Mining
Introduction to Data Mining Sushil Kulkarni
 
Data mining-2
Data mining-2Data mining-2
Data mining-2Nit Hik
 
Introduction to DataMining
Introduction to DataMiningIntroduction to DataMining
Introduction to DataMiningSAS SNDP YOGAM COLLEGE,KONNI
 
Chapter 1: Introduction to Data Mining
Chapter 1: Introduction to Data MiningChapter 1: Introduction to Data Mining
Chapter 1: Introduction to Data MiningIzwan Nizal Mohd Shaharanee
 
Data mining
Data miningData mining
Data miningHoang Nguyen
 
Data Mining Overview
Data Mining OverviewData Mining Overview
Data Mining OverviewGolda Margret Sheeba J
 
Lecture 01 Data Mining
Lecture 01 Data MiningLecture 01 Data Mining
Lecture 01 Data MiningPier Luca Lanzi
 
Basic Overview of Data Mining
Basic Overview of Data MiningBasic Overview of Data Mining
Basic Overview of Data MiningSyracuse University
 
Data Mining: an Introduction
Data Mining: an IntroductionData Mining: an Introduction
Data Mining: an IntroductionAli Abbasi
 
Data mining
Data miningData mining
Data miningSamir Sabry
 
Data mining slides
Data mining slidesData mining slides
Data mining slidessmj
 

Más contenido relacionado

La actualidad más candente

Data mining (lecture 1 & 2) conecpts and techniques
Data mining (lecture 1 & 2) conecpts and techniquesData mining (lecture 1 & 2) conecpts and techniques
Data mining (lecture 1 & 2) conecpts and techniquesSaif Ullah
 
Knowledge discovery thru data mining
Knowledge discovery thru data miningKnowledge discovery thru data mining
Knowledge discovery thru data miningDevakumar Jain
 
Data science syllabus
Data science syllabusData science syllabus
Data science syllabusanoop bk
 
Introduction To Data Mining
Introduction To Data Mining Introduction To Data Mining
Introduction To Data Mining Phi Jack
 
Data mining and Machine learning expained in jargon free & lucid language
Data mining and Machine learning expained in jargon free & lucid languageData mining and Machine learning expained in jargon free & lucid language
Data mining and Machine learning expained in jargon free & lucid languageq-Maxim
 
A Practical Approach To Data Mining Presentation
A Practical Approach To Data Mining PresentationA Practical Approach To Data Mining Presentation
A Practical Approach To Data Mining Presentationmillerca2
 
Introduction to Data Mining
Introduction to Data Mining Introduction to Data Mining
Introduction to Data Mining Sushil Kulkarni
 
Data mining-2
Data mining-2Data mining-2
Data mining-2Nit Hik
 
Data Mining: an Introduction
Data Mining: an IntroductionData Mining: an Introduction
Data Mining: an IntroductionAli Abbasi
 

La actualidad más candente (20)

Dwdm
DwdmDwdm
Dwdm
 
Introduction data mining
Introduction data miningIntroduction data mining
Introduction data mining
 
Data mining (lecture 1 & 2) conecpts and techniques
Data mining (lecture 1 & 2) conecpts and techniquesData mining (lecture 1 & 2) conecpts and techniques
Data mining (lecture 1 & 2) conecpts and techniques
 
Knowledge discovery thru data mining
Knowledge discovery thru data miningKnowledge discovery thru data mining
Knowledge discovery thru data mining
 
Data mining
Data miningData mining
Data mining
 
Introduction to Data Mining
Introduction to Data MiningIntroduction to Data Mining
Introduction to Data Mining
 
Data science syllabus
Data science syllabusData science syllabus
Data science syllabus
 
Data mining 1
Data mining 1Data mining 1
Data mining 1
 
Introduction To Data Mining
Introduction To Data Mining Introduction To Data Mining
Introduction To Data Mining
 
Data mining and Machine learning expained in jargon free & lucid language
Data mining and Machine learning expained in jargon free & lucid languageData mining and Machine learning expained in jargon free & lucid language
Data mining and Machine learning expained in jargon free & lucid language
 
A Practical Approach To Data Mining Presentation
A Practical Approach To Data Mining PresentationA Practical Approach To Data Mining Presentation
A Practical Approach To Data Mining Presentation
 
Introduction to Data Mining
Introduction to Data Mining Introduction to Data Mining
Introduction to Data Mining
 
Data mining-2
Data mining-2Data mining-2
Data mining-2
 
Introduction to DataMining
Introduction to DataMiningIntroduction to DataMining
Introduction to DataMining
 
Chapter 1: Introduction to Data Mining
Chapter 1: Introduction to Data MiningChapter 1: Introduction to Data Mining
Chapter 1: Introduction to Data Mining
 
Data mining
Data miningData mining
Data mining
 
Data Mining Overview
Data Mining OverviewData Mining Overview
Data Mining Overview
 
Lecture 01 Data Mining
Lecture 01 Data MiningLecture 01 Data Mining
Lecture 01 Data Mining
 
Basic Overview of Data Mining
Basic Overview of Data MiningBasic Overview of Data Mining
Basic Overview of Data Mining
 
Data Mining: an Introduction
Data Mining: an IntroductionData Mining: an Introduction
Data Mining: an Introduction
 

Destacado

Data mining slides
Data mining slidesData mining slides
Data mining slidessmj
 
Data Mining Concepts
Data Mining ConceptsData Mining Concepts
Data Mining ConceptsDung Nguyen
 
Public Data and Data Mining Competitions - What are Lessons?
Public Data and Data Mining Competitions - What are Lessons?Public Data and Data Mining Competitions - What are Lessons?
Public Data and Data Mining Competitions - What are Lessons?Gregory Piatetsky-Shapiro
 
Survey on data mining techniques in heart disease prediction
Survey on data mining techniques in heart disease predictionSurvey on data mining techniques in heart disease prediction
Survey on data mining techniques in heart disease predictionSivagowry Shathesh
 

Destacado (8)

Data mining
Data miningData mining
Data mining
 
Data mining slides
Data mining slidesData mining slides
Data mining slides
 
Data Mining Concepts
Data Mining ConceptsData Mining Concepts
Data Mining Concepts
 
Public Data and Data Mining Competitions - What are Lessons?
Public Data and Data Mining Competitions - What are Lessons?Public Data and Data Mining Competitions - What are Lessons?
Public Data and Data Mining Competitions - What are Lessons?
 
New Microsoft Word Document (2)
New Microsoft Word Document (2)New Microsoft Word Document (2)
New Microsoft Word Document (2)
 
Data preprocessing
Data preprocessingData preprocessing
Data preprocessing
 
Survey on data mining techniques in heart disease prediction
Survey on data mining techniques in heart disease predictionSurvey on data mining techniques in heart disease prediction
Survey on data mining techniques in heart disease prediction
 
Data mining
Data miningData mining
Data mining
 

Similar a 18231979 Data Mining

6months industrial training in data mining, jalandhar
6months industrial training in data mining, jalandhar6months industrial training in data mining, jalandhar
6months industrial training in data mining, jalandhardeepikakaler1
 
6 weeks summer training in data mining,ludhiana
6 weeks summer training in data mining,ludhiana6 weeks summer training in data mining,ludhiana
6 weeks summer training in data mining,ludhianadeepikakaler1
 
6 weeks summer training in data mining,jalandhar
6 weeks summer training in data mining,jalandhar6 weeks summer training in data mining,jalandhar
6 weeks summer training in data mining,jalandhardeepikakaler1
 
6months industrial training in data mining,ludhiana
6months industrial training in data mining,ludhiana6months industrial training in data mining,ludhiana
6months industrial training in data mining,ludhianadeepikakaler1
 
Big data Analytics
Big data AnalyticsBig data Analytics
Big data AnalyticsTUSHAR GARG
 
Data Mining and Knowledge Discovery in Business Databases
Data Mining and Knowledge Discovery in Business DatabasesData Mining and Knowledge Discovery in Business Databases
Data Mining and Knowledge Discovery in Business Databasesbutest
 
Data Mining Xuequn Shang NorthWestern Polytechnical University
Data Mining Xuequn Shang NorthWestern Polytechnical UniversityData Mining Xuequn Shang NorthWestern Polytechnical University
Data Mining Xuequn Shang NorthWestern Polytechnical Universitybutest
 
Data mining final year project in jalandhar
Data mining final year project in jalandharData mining final year project in jalandhar
Data mining final year project in jalandhardeepikakaler1
 
Data mining final year project in ludhiana
Data mining final year project in ludhianaData mining final year project in ludhiana
Data mining final year project in ludhianadeepikakaler1
 
Data mining and knowledge discovery
Data mining and knowledge discoveryData mining and knowledge discovery
Data mining and knowledge discoveryYoung Alista
 
Data mining and knowledge discovery
Data mining and knowledge discoveryData mining and knowledge discovery
Data mining and knowledge discoveryHarry Potter
 
Data mining and knowledge discovery
Data mining and knowledge discoveryData mining and knowledge discovery
Data mining and knowledge discoveryJames Wong
 
Data mining and knowledge discovery
Data mining and knowledge discoveryData mining and knowledge discovery
Data mining and knowledge discoveryFraboni Ec
 
Data mining and knowledge discovery
Data mining and knowledge discoveryData mining and knowledge discovery
Data mining and knowledge discoveryLuis Goldster
 
Data mining and knowledge discovery
Data mining and knowledge discoveryData mining and knowledge discovery
Data mining and knowledge discoveryTony Nguyen
 
Data mining and knowledge discovery
Data mining and knowledge discoveryData mining and knowledge discovery
Data mining and knowledge discoveryHoang Nguyen
 

Similar a 18231979 Data Mining (20)

Data Mining
Data MiningData Mining
Data Mining
 
isd314-01
isd314-01isd314-01
isd314-01
 
6months industrial training in data mining, jalandhar
6months industrial training in data mining, jalandhar6months industrial training in data mining, jalandhar
6months industrial training in data mining, jalandhar
 
6 weeks summer training in data mining,ludhiana
6 weeks summer training in data mining,ludhiana6 weeks summer training in data mining,ludhiana
6 weeks summer training in data mining,ludhiana
 
6 weeks summer training in data mining,jalandhar
6 weeks summer training in data mining,jalandhar6 weeks summer training in data mining,jalandhar
6 weeks summer training in data mining,jalandhar
 
6months industrial training in data mining,ludhiana
6months industrial training in data mining,ludhiana6months industrial training in data mining,ludhiana
6months industrial training in data mining,ludhiana
 
Big data Analytics
Big data AnalyticsBig data Analytics
Big data Analytics
 
Data Mining and Knowledge Discovery in Business Databases
Data Mining and Knowledge Discovery in Business DatabasesData Mining and Knowledge Discovery in Business Databases
Data Mining and Knowledge Discovery in Business Databases
 
Data Mining Xuequn Shang NorthWestern Polytechnical University
Data Mining Xuequn Shang NorthWestern Polytechnical UniversityData Mining Xuequn Shang NorthWestern Polytechnical University
Data Mining Xuequn Shang NorthWestern Polytechnical University
 
Introduction to data warehouse
Introduction to data warehouseIntroduction to data warehouse
Introduction to data warehouse
 
Data mining final year project in jalandhar
Data mining final year project in jalandharData mining final year project in jalandhar
Data mining final year project in jalandhar
 
Data mining final year project in ludhiana
Data mining final year project in ludhianaData mining final year project in ludhiana
Data mining final year project in ludhiana
 
Chapter 1. Introduction.ppt
Chapter 1. Introduction.pptChapter 1. Introduction.ppt
Chapter 1. Introduction.ppt
 
Data mining and knowledge discovery
Data mining and knowledge discoveryData mining and knowledge discovery
Data mining and knowledge discovery
 
Data mining and knowledge discovery
Data mining and knowledge discoveryData mining and knowledge discovery
Data mining and knowledge discovery
 
Data mining and knowledge discovery
Data mining and knowledge discoveryData mining and knowledge discovery
Data mining and knowledge discovery
 
Data mining and knowledge discovery
Data mining and knowledge discoveryData mining and knowledge discovery
Data mining and knowledge discovery
 
Data mining and knowledge discovery
Data mining and knowledge discoveryData mining and knowledge discovery
Data mining and knowledge discovery
 
Data mining and knowledge discovery
Data mining and knowledge discoveryData mining and knowledge discovery
Data mining and knowledge discovery
 
Data mining and knowledge discovery
Data mining and knowledge discoveryData mining and knowledge discovery
Data mining and knowledge discovery
 

Último

"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii Soldatenko"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii SoldatenkoFwdays
 
Commit 2024 - Secret Management made easy
Commit 2024 - Secret Management made easyCommit 2024 - Secret Management made easy
Commit 2024 - Secret Management made easyAlfredo García Lavilla
 
Unraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdfUnraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdfAlex Barbosa Coqueiro
 
unit 4 immunoblotting technique complete.pptx
unit 4 immunoblotting technique complete.pptxunit 4 immunoblotting technique complete.pptx
unit 4 immunoblotting technique complete.pptxBkGupta21
 
Unleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubUnleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubKalema Edgar
 
WordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your BrandWordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your Brandgvaughan
 
How to write a Business Continuity Plan
How to write a Business Continuity PlanHow to write a Business Continuity Plan
How to write a Business Continuity PlanDatabarracks
 
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024BookNet Canada
 
Developer Data Modeling Mistakes: From Postgres to NoSQL
Developer Data Modeling Mistakes: From Postgres to NoSQLDeveloper Data Modeling Mistakes: From Postgres to NoSQL
Developer Data Modeling Mistakes: From Postgres to NoSQLScyllaDB
 
From Family Reminiscence to Scholarly Archive .
From Family Reminiscence to Scholarly Archive .From Family Reminiscence to Scholarly Archive .
From Family Reminiscence to Scholarly Archive .Alan Dix
 
Hyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdf
Hyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdfHyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdf
Hyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdfPrecisely
 
A Deep Dive on Passkeys: FIDO Paris Seminar.pptx
A Deep Dive on Passkeys: FIDO Paris Seminar.pptxA Deep Dive on Passkeys: FIDO Paris Seminar.pptx
A Deep Dive on Passkeys: FIDO Paris Seminar.pptxLoriGlavin3
 
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptxMerck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptxLoriGlavin3
 
The Ultimate Guide to Choosing WordPress Pros and Cons
The Ultimate Guide to Choosing WordPress Pros and ConsThe Ultimate Guide to Choosing WordPress Pros and Cons
The Ultimate Guide to Choosing WordPress Pros and ConsPixlogix Infotech
 
What is DBT - The Ultimate Data Build Tool.pdf
What is DBT - The Ultimate Data Build Tool.pdfWhat is DBT - The Ultimate Data Build Tool.pdf
What is DBT - The Ultimate Data Build Tool.pdfMounikaPolabathina
 
Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!Commit University
 
Digital Identity is Under Attack: FIDO Paris Seminar.pptx
Digital Identity is Under Attack: FIDO Paris Seminar.pptxDigital Identity is Under Attack: FIDO Paris Seminar.pptx
Digital Identity is Under Attack: FIDO Paris Seminar.pptxLoriGlavin3
 
Gen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdfGen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdfAddepto
 
Take control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test SuiteTake control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test SuiteDianaGray10
 

Último (20)

"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii Soldatenko"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii Soldatenko
 
Commit 2024 - Secret Management made easy
Commit 2024 - Secret Management made easyCommit 2024 - Secret Management made easy
Commit 2024 - Secret Management made easy
 
Unraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdfUnraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdf
 
unit 4 immunoblotting technique complete.pptx
unit 4 immunoblotting technique complete.pptxunit 4 immunoblotting technique complete.pptx
unit 4 immunoblotting technique complete.pptx
 
Unleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubUnleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding Club
 
WordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your BrandWordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your Brand
 
How to write a Business Continuity Plan
How to write a Business Continuity PlanHow to write a Business Continuity Plan
How to write a Business Continuity Plan
 
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
 
Developer Data Modeling Mistakes: From Postgres to NoSQL
Developer Data Modeling Mistakes: From Postgres to NoSQLDeveloper Data Modeling Mistakes: From Postgres to NoSQL
Developer Data Modeling Mistakes: From Postgres to NoSQL
 
From Family Reminiscence to Scholarly Archive .
From Family Reminiscence to Scholarly Archive .From Family Reminiscence to Scholarly Archive .
From Family Reminiscence to Scholarly Archive .
 
Hyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdf
Hyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdfHyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdf
Hyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdf
 
A Deep Dive on Passkeys: FIDO Paris Seminar.pptx
A Deep Dive on Passkeys: FIDO Paris Seminar.pptxA Deep Dive on Passkeys: FIDO Paris Seminar.pptx
A Deep Dive on Passkeys: FIDO Paris Seminar.pptx
 
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptxMerck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptx
 
The Ultimate Guide to Choosing WordPress Pros and Cons
The Ultimate Guide to Choosing WordPress Pros and ConsThe Ultimate Guide to Choosing WordPress Pros and Cons
The Ultimate Guide to Choosing WordPress Pros and Cons
 
What is DBT - The Ultimate Data Build Tool.pdf
What is DBT - The Ultimate Data Build Tool.pdfWhat is DBT - The Ultimate Data Build Tool.pdf
What is DBT - The Ultimate Data Build Tool.pdf
 
Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!
 
Digital Identity is Under Attack: FIDO Paris Seminar.pptx
Digital Identity is Under Attack: FIDO Paris Seminar.pptxDigital Identity is Under Attack: FIDO Paris Seminar.pptx
Digital Identity is Under Attack: FIDO Paris Seminar.pptx
 
Gen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdfGen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdf
 
Take control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test SuiteTake control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test Suite
 
DMCC Future of Trade Web3 - Special Edition
DMCC Future of Trade Web3 - Special EditionDMCC Future of Trade Web3 - Special Edition
DMCC Future of Trade Web3 - Special Edition
 

18231979 Data Mining

  • 1.
  • 2.
  • 3.
  • 4.
  • 5.
  • 6.
  • 7.
  • 8.
  • 9.
  • 10.
  • 11.
  • 12.
  • 13.
  • 14.
  • 15.
  • 16.
  • 17.
  • 18. Data Mining and Business Intelligence August 15, 2009 Data Mining: Concepts and Techniques Increasing potential to support business decisions End User Business Analyst Data Analyst DBA Making Decisions Data Presentation Visualization Techniques Data Mining Information Discovery Data Exploration OLAP, MDA Statistical Analysis, Querying and Reporting Data Warehouses / Data Marts Data Sources Paper, Files, Information Providers, Database Systems, OLTP
  • 19. Architecture of a Typical Data Mining System August 15, 2009 Data Mining: Concepts and Techniques Data Warehouse Data cleaning & data integration Filtering Databases Database or data warehouse server Data mining engine Pattern evaluation Graphical user interface Knowledge-base
  • 20.
  • 21.
  • 22.
  • 23.
  • 24.
  • 25.
  • 26. Data Mining: Confluence of Multiple Disciplines August 15, 2009 Data Mining: Concepts and Techniques Data Mining Database Technology Statistics Other Disciplines Information Science Machine Learning Visualization
  • 27.
  • 28.
  • 29.
  • 30. An OLAM Architecture August 15, 2009 Data Mining: Concepts and Techniques Data Warehouse Meta Data MDDB OLAM Engine OLAP Engine User GUI API Data Cube API Database API Data cleaning Data integration Layer3 OLAP/OLAM Layer2 MDDB Layer1 Data Repository Layer4 User Interface Filtering&Integration Filtering Databases Mining query Mining result
  • 31.
  • 32.
  • 33.
  • 34.
  • 35.
  • 36.
  • 37.
  • 38.