Mining Big Data Sets – Mining Big Data Sets – Mining Big Data Sets
Mining Big Data Sets – Mining Big Data Sets – Mining Big Data Sets
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miri-od-dm-seminar
Seminar "Mining Big Data Sets". Master in Innovation and Research in Informatics, FIB-UPCOn Github chdoig / miri-od-dm-seminar
Mining Big Data Sets
Open Data Seminar- MIRI - FIB-UPC
by Christine Doig and Maryam Pashmi
Index
Introduction
- Open Data context
- Data Mining
- Big Data
- Mahout
- R on Hadoop
- Cascading
- Python
Mining Big Data Sets
Introduction Applications and algorithms Big Data story and evolution Map reduce framework Data Mining Tools Summary Resources and Recommendations
1. Introduction
Open Data
Source: Oscar Romero, OpenData, MIRI-FIB-UPC1. Introduction
Open Data Syllabus
The focus of this course is on enriching the available own data (i.e., data owned by the organization) with external repositories (special attention will be paid on Open Data), in order to gain insights into the organization business domain
- MD analysis
- Data Mining
1. Introduction
Data Mining
Discovering patterns
1. Introduction
Data Mining
- Regression
- Classification
- Clustering
1. Introduction
Big Data
- Volume
- Velocity
- Variety
Mining Big Data Sets
Introduction Applications and algorithms Big Data story and evolution Map reduce framework Data Mining Tools Summary Resources and Recommendations
2. DM: Applications and algorithms
Data Mining algorithms
- Recommender systems
Spotify, Amazon, Netflix
2. DM: Applications and algorithms
Applications and algorithms
- Recommender systems
Spotify, Amazon, Netflix
2. DM: Applications and algorithms
Applications and algorithms
- Market Basket Analysis
Target
2. DM: Applications and algorithms
Applications and algorithms
2. DM: Applications and
Mining Big Data Sets
Context and Introduction Applications and algorithms Big Data story and evolution Map reduce framework Data Mining Tools Summary Resources and Recommendations
3. Big data story and evolution
Mining Big Data Sets
Context and Introduction Applications and algorithms Big Data story and evolution Map reduce framework Data Mining Tools Summary Resources and Recommendations
4. Map reduce framework
4. Map reduce framework
Mining Big Data Sets
Context and Introduction Applications and algorithms Big Data story and evolution Map reduce framework Data Mining Tools Summary Resources and Recommendations
5. DM Tools
5. DM Tools
Mining Big Data Sets
Context and Introduction Applications and algorithms Big Data story and evolution Map reduce framework Data Mining Tools Summary Resources and Recommendations
6. Summary
Mining Big Data Sets
Context and Introduction Applications and algorithms Big Data story and evolution Map reduce framework Data Mining Tools Summary Resources and Recommendations
7. Resources and Recommendations