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Course guide

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Autor: Ricardo Aler

 

Units Suggested Learning Time Basic Learning Materials and Readings Complementary Study Materials and Readings Exercises Labs exercises Evaluation Tests

Unit 1
Introduction

3 hours

LN-G-001. Guide ( PDF )
LN-F-001
LO-B-001 (Chapter 1)
RR-E-001, RR-E-002
LO-B-001 (Chapter 2, 3)
LO-B-002
EP-F-001
PR-F-002
EP-F-001
EP-F-002
EP-F-003
Unit 2
Nearest Neigbour
1.5 hours LN-G-002. Guide ( PDF )
LN-F-002
LO-B-001 (Chapter 4.3)
LO-B-001 (Chapter 6.1)
LO-B-002
PE-A-002
PE-AS-002
PR-F-001 PE-E-001
PE-ES-001
Unit 3
Tree-based models
3 hours LN-G-002. Guide ( PDF )
LN-F-002
LO-B-001 (Chapter 4.7)
LO-B-001 (Chapter 6.5)
LO-B-002
PE-A-001
PE-AS-001
PR-F-003
PR-F-004
PR-F-005
PE-E-001
PE-ES-001
EP-F-010
Unit 4
Evaluation and methodology
4.5 hours LN-G-003. Guide ( PDF )
LN-F-003
LO-B-001 (Chapter 5)
RR-E-003
PE-A-003
PE-AS-003
PE-E-001
PE-ES-001
EP-F-011
EP-F-012
Unit 5
Mapreduce
1.5 hours LN-G-004. Guide ( PDF )
LN-F-004
LO-B-003
PE-E-001
PE-ES-001
Unit 6
Spark
4.5 hours LN-G-004. Guide ( PDF )
LN-F-006
LO-B-003
PR-F-007 PE-E-001
PE-ES-001
EP-F-030
EP-F-031
EP-F-032
Unit 7
Feature selection & transformation
1.5 hours LN-G-005. Guide ( PDF )
LN-F-005
LO-B-001 (Chapter 7.1, 7.3)
LO-B-001 (Chapter 7) PR-F-006 PE-A-004
PE-AS-004
Unit 8
Ensemble methods
1.5 hours LN-G-006. Guide ( PDF )
LN-F-007
LO-B-001 (Chapter 8.1-8.4)
LO-B-001 (Chapter 8) PE-A-004
PE-AS-004
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