4
Index
1.Introduction ......................................................................................................................................... 8
1.1 State of the art .............................................................................................................................. 8
1.2 Proposal ........................................................................................................................................ 9
1.3 Objectives.................................................................................................................................... 10
2. Methodology ..................................................................................................................................... 11
2.1 Study of the existing and most representative algorithms in the AI .......................................... 11
2.1.1 Regression ............................................................................................................................ 11
2.1.2 Classification ........................................................................................................................ 12
2.2 Study of the available Hardware systems ................................................................................... 16
2.3 Study of Java and Python programing languages ....................................................................... 16
2.3.1 Java ....................................................................................................................................... 16
2.3.2 Python .................................................................................................................................. 19
2.4 Study of the characteristics and metrics to compare ................................................................. 20
2.4.1 Code ..................................................................................................................................... 20
2.4.2 Performance......................................................................................................................... 21
2.5 Study and research of existing AI libraries .................................................................................. 21
2.5.1 Python .................................................................................................................................. 21
2.5.2 Java ....................................................................................................................................... 24
2.6 Study and research of possible monitoring tools ....................................................................... 25
2.6.1 Python .................................................................................................................................. 25
2.6.2 Java ....................................................................................................................................... 26
2.6.3 System provided tools.......................................................................................................... 26
2.7 Implementation of the code and preparation of data ................................................................ 28
2.7.1 Implementation of the algorithms ....................................................................................... 28
2.7.2 Dataset selection and preprocessing ................................................................................... 28
3. Experimental design and set-up ....................................................................................................... 33
3.1 Filesystem structure .................................................................................................................... 33
3.2 Compilation ................................................................................................................................. 35
3.3 Execution ..................................................................................................................................... 36
3.4 Data collection ............................................................................................................................ 37
4. Key results obtained in the study ..................................................................................................... 38
4.1 The code ...................................................................................................................................... 38
4.2 The performance......................................................................................................................... 40
4.2.1 Java and Python in x86 ......................................................................................................... 40
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