Plan Szkolenia
Introduction
- Data mining as the analysis step of the KDD process ("Knowledge Discovery in Databases")
- Subfield of computer science
- Discovering patterns in large data sets
Sources of methods
- Artificial intelligence
- Machine learning
- Statistics
- Database systems
What is involved?
- Database and data management aspects
- Data pre-processing
- Model and inference considerations
- Interestingness metrics
- Complexity considerations
- Post-processing of discovered structures
- Visualization
- Online updating
Data mining main tasks
- Automatic or semi-automatic analysis of large quantities of data
- Extracting previously unknown interesting patterns
- groups of data records (cluster analysis)
- unusual records (anomaly detection)
- dependencies (association rule mining)
Data mining
- Anomaly detection (Outlier/change/deviation detection)
- Association rule learning (Dependency modeling)
- Clustering
- Classification
- Regression
- Summarization
Use and applications
- Able Danger
- Behavioral analytics
- Business analytics
- Cross Industry Standard Process for Data Mining
- Customer analytics
- Data mining in agriculture
- Data mining in meteorology
- Educational data mining
- Human genetic clustering
- Inference attack
- Java Data Mining
- Open-source intelligence
- Path analysis (computing)
- Reactive business intelligence
Data dredging, data fishing, data snooping
Wymagania
Fair knowledge about relational data structures, SQL
Opinie uczestników (10)
Forma przekazania wiedzy poprzez dokładne wyjaśnienie zagadnienia.
Katarzyna Stańczak - Mowi Poland SA
Szkolenie - Data Mining and Analysis
Że trener miał mnóstwo cierpienia do nas, skoro przerywaliśmy go pytaniami co chwili.
Oleksandr Muliar - Bank Gospodarstwa Krajowego
Szkolenie - Pentaho Data Integration (PDI) - moduł do przetwarzania danych ETL (poziom zaawansowany)
Przykłady wzbogacane danymi rzeczywistymi i scenariuszami przydatnymi w codziennej praktyce
Krzysztof Świątczak
Szkolenie - Pentaho Business Intelligence (PBI) - moduły raportowe
The content, as I found it very interesting and think it would help me in my final year at University.
Krishan - NBrown Group
Szkolenie - From Data to Decision with Big Data and Predictive Analytics
very tailored to needs
Yashan Wang
Szkolenie - Data Mining with R
The trainer was so knowledgeable and included areas I was interested in
Mohamed Salama
Szkolenie - Data Mining & Machine Learning with R
Good real world examples, reviews of existing reports
Ronald Parrish
Szkolenie - Data Visualization
Intensity, Training materials and expertise, Clarity, Excellent communication with Alessandra
Marija Hornis Dmitrovic - Marija Hornis
Szkolenie - Data Science for Big Data Analytics
I learned a lot - not only in theoretical knowledge but I also applied that knowledge during the training and therefore I really understood what process mining is and how it works. Thanks a lot!
Julia Dörre - Techniker Krankenkasse
Szkolenie - Process Mining
how the trainor shows his knowledge in the subject he's teachign