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Machine learning group computer science department ULB - Lab'InSight Artificial Intelligence
1. 1Bruxelles – 30 mai 2011
MLG – Machine Learning Group
Computer Science Department
ULB, Bruxelles
Prof. Gianluca Bontempi
Professeur
Lab’Insight « Intelligence Artificielle » -
Datamining et Business Intelligence, Bruxelles, le 30 mai 2011
2. 2Bruxelles – 30 mai 2011
DOMAINES DE COMPÉTENCES
ET CIBLES INDUSTRIELLES
Domaines de compétences
• Data mining of massive datasets
• Long-term prediction of spatio-temporal time series
• Bioinformatics
• Microarray data analysis
• Network inference
•Environmental modeling by wireless sensor networks
• Fraud detection
• Open-source data mining
• Industrial sectors:
– Pharma
– Finance
– Logistics
– Environment and agriculture
– Biomedical
3. 3Bruxelles – 30 mai 2011
Wireless sensor network
intelligent monitoring
Wireless sensor network
intelligent monitoring
• Tiny embedded computing and sensing systems, which are
resource-constrained (energy, radio)
• Applications in many domains:
• Industry, agriculture, health, ecology, ..
• Machine learning used for: information extraction,
classification, clustering, prediction, compression
• Projects:
• Indoor localisation (PIMAN project)
• Monitoring of greenhouse, ethology lab, CS lab
6. Bruxelles – 30 mai 2011
→ Data mining consultancy services
→ Preliminary contact (half a day)
→ MLG presents its expertise in data mining
→ Client presents its problem and the type of data
→ Academic analysis (min 10 days)
→ Preliminary analysis
→ Detailed assessment and validation of the predictive model
→ Prototype in open-source
→ Custom solution and implementation (min 20 days)
→ Integration in the company information system
→ Maintenance and assistance
→ Joint collaborative projects
6
SERVICES A L’ENTREPRISESERVICES A L’ENTREPRISE
7. Bruxelles – 30 mai 2011 7
SERVICES A L’ENTREPRISE
FORMATIONS
SERVICES A L’ENTREPRISE
FORMATIONS
Thèmes
→ Data analysis, data mining, machine learning course
→ Open Source programming course for data mining
→ Coaching of personnel
8. 8Bruxelles – 30 mai 2011
CONTACTS LABO
Prof. Gianluca Bontempi
Professeur
gbonte@ulb.ac.be - Phone : +32 2 650 55 91
Dr Yann-aël Le Borgne
Researcher
yleborgn@ulb.ac.be - Phone : +32 2 650 55 94
Dr Patrick E. Meyer
Researcher
pmeyer@ulb.ac.be - Phone : +32 2 650 58 76
Université libre de Bruxelles
Machine Learning Group
Boulevard du Triomphe - Campus ULB La Plaine, CP 212 - B-1050 Bruxelles
mlg.ulb.ac.be