Semester | Mand. | Option | Filières |
MA1, MA3 | x | ||
MA1, MA3 | x | A B C | |
MA1, MA3 | x | B |
Practical work | 2 weekly |
Study plan | Semester | Mand. | Option | Filières |
Génie mécanique 2022-23 | MA1 | x | B | |
Génie mécanique 2022-23 | MA3 | x | B | |
Ingénierie financière 2022-23 | MA1 | x | ||
Ingénierie financière 2022-23 | MA3 | x | ||
Microtechnique 2022-23 | MA1 | x | ||
Microtechnique 2022-23 | MA3 | x | ||
Robotique 2022-23 | MA1 | x | A B C | |
Robotique 2022-23 | MA3 | x | A B C |
Cursus | Sem. | Type |
---|---|---|
Financial engineering | MA1, MA3 | Opt. |
Mechanical engineering | MA1, MA3 | Opt. |
Microtechnics | MA1, MA3 | Opt. |
Robotics | MA1, MA3 | Opt. |
This programming class complements courses on machine learning given in the school. It offers students the possibility to understand some machine learning algorithms in depth by programming them and testing them rigorously. Students will be offered a choice of methods to program. Programming can be done in matlab or C/C++. Proper evaluation of machine learning will be stressed out. Students will learn about various methods to evaluate machine learning methods (crossvalidation, grid search, F-measure, ROC curve, etc) and will be asked to put these in practice.
Programming in matlab. Machine Learning. Statistics.
Students must have taken a machine learning course or follow one during the same semester. This programming class is meant to complement the Applied Machine Learning course, but can also complement other machine learning courses given at EPFL.
Students have at their disposal videos presenting the theory of the pendant course Applied Machine Learning as supplementary material.
Applied Machine Learning - MICRO-455
Pattern Classification and Machine Learning: CS-433
Data Analysis and Model Classification - EE-516
Basic notions in Machine Learning:
Supervised versus unsupervised learning
Classification, non-linear regression, clustering
Computer-based practice session. Some short ex-cathedra lectures will be given at the beginning of the class.
Attendance to all sessions is necessary to progress rapidly and benefit from assistants' support.
The students are evaluated on pieces of code handed out regularly throughout the course.
Students must know how to program in Matlab (or C which is close and then be ready to learn Matlab).
optionnel
optionnel
TP
Practical work
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Pendant le semestre
During the semester
Session hiver
Session winter
HIV
HIV
optionnel
optionnel
TP
Practical work
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Pendant le semestre
During the semester
Session hiver
Session winter
HIV
HIV
optionnel
optionnel
TP
Practical work
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Pendant le semestre
During the semester
Session hiver
Session winter
HIV
HIV
optionnel
optionnel
TP
Practical work
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Pendant le semestre
During the semester
Session hiver
Session winter
HIV
HIV
optionnel
optionnel
TP
Practical work
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Pendant le semestre
During the semester
Session hiver
Session winter
HIV
HIV
optionnel
optionnel
TP
Practical work
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Pendant le semestre
During the semester
Session hiver
Session winter
HIV
HIV
optionnel
optionnel
TP
Practical work
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Pendant le semestre
During the semester
Session hiver
Session winter
HIV
HIV
optionnel
optionnel
TP
Practical work
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Pendant le semestre
During the semester
Session hiver
Session winter
HIV
HIV
BALISES_TEXTES
BOOLEAN_Symbol
BaliseJS_debut
BaliseJS_fin
Balise_debut
Balise_fin
FO_debut
FO_fin
HTML_debut
HTML_fin
JS_debut
JS_fin
BALISE_BOLD
BOOLEAN_Symbol
BaliseJS_debut
\x5bb\x5d
BaliseJS_fin
\x5b\x2fb\x5d
Balise_debut
[b]
Balise_fin
[/b]
FO_debut
font-weight=bold
FO_fin
font-weight=normal
HTML_debut
<b>
HTML_fin
</b>
JS_debut
\x3cb\x3e
JS_fin
\x3c\x2fb\x3e
BALISE_ITALIC
BOOLEAN_Symbol
BaliseJS_debut
\x5bi\x5d
BaliseJS_fin
\x5b\x2fi\x5d
Balise_debut
[i]
Balise_fin
[/i]
FO_debut
font-style=italic
FO_fin
font-style=normal
HTML_debut
<i>
HTML_fin
</i>
JS_debut
\x3ci\x3e
JS_fin
\x3c\x2fi\x3e
BALISE_RED
BOOLEAN_Symbol
BaliseJS_debut
\x5bred\x5d
BaliseJS_fin
\x5b\x2fred\x5d
Balise_debut
[red]
Balise_fin
[/red]
FO_debut
color=#990033
FO_fin
color=black
HTML_debut
<span style="color:#990033;">
HTML_fin
</span>
JS_debut
\x3cspan style="color:#990033;"\x3e
JS_fin
\x3c\x2fspan\x3e
BALISE_TAB
BOOLEAN_Symbol
BaliseJS_debut
\x5btab\x5d
BaliseJS_fin
Balise_debut
[tab]
Balise_fin
FO_debut
[inline]=        
FO_fin
HTML_debut
<img src="/images/gestacplus/base/pixel.gif" width="40" height="1"/>
HTML_fin
JS_debut
\x3cimg src="\x2fimages\x2fgestacplus\x2fbase\x2fpixel.gif" width="40" height="1"\x2f\x3e
JS_fin
BALISE_LIST
BOOLEAN_Symbol
BaliseJS_debut
\x5bli\x5d
BaliseJS_fin
Balise_debut
[li]
Balise_fin
FO_debut
[inline]=•  
FO_fin
HTML_debut
•  
HTML_fin
JS_debut
\x26#x2022;\x26#160;\x26#160;
JS_fin
CODE5045487
BOOLEAN_Symbol
BaliseJS_debut
\x5b\x5d
BaliseJS_fin
Balise_debut
[]
Balise_fin
FO_debut
[inline]= 
FO_fin
HTML_debut
 
HTML_fin
JS_debut
\x26#160;
JS_fin
BALISE_GREEN
BOOLEAN_Symbol
BaliseJS_debut
\x5bgreen\x5d
BaliseJS_fin
\x5b\x2fgreen\x5d
Balise_debut
[green]
Balise_fin
[/green]
FO_debut
color=#008000
FO_fin
color=black
HTML_debut
<span style="color:#008000;">
HTML_fin
</span>
JS_debut
\x3cspan style="color:#008000;"\x3e
JS_fin
\x3c\x2fspan\x3e
CODE7508550
BOOLEAN_Symbol
BaliseJS_debut
\x5bblue\x5d
BaliseJS_fin
\x5b\x2fblue\x5d
Balise_debut
[blue]
Balise_fin
[/blue]
FO_debut
color=#0080FF
FO_fin
color=black
HTML_debut
<span style="color:#0080FF;">
HTML_fin
</span>
JS_debut
\x3cspan style="color:#0080FF;"\x3e
JS_fin
\x3c\x2fspan\x3e
BALISE_COURIER
BOOLEAN_Symbol
BaliseJS_debut
\x5bcourier\x5d
BaliseJS_fin
\x5b\x2fcourier\x5d
Balise_debut
[courier]
Balise_fin
[/courier]
FO_debut
font-family=Courier
FO_fin
font-family=
HTML_debut
<font style="font-family:Courier;">
HTML_fin
</font>
JS_debut
\x3cfont style="font-family:Courier;"\x3e
JS_fin
\x3c\x2ffont\x3e
BALISE_SIZE20
BOOLEAN_Symbol
BaliseJS_debut
\x5b20\x5d
BaliseJS_fin
\x5b\x2f20\x5d
Balise_debut
[20]
Balise_fin
[/20]
FO_debut
font-size=20pt
FO_fin
font-size=
HTML_debut
<font style="font-size:20pt;">
HTML_fin
</font>
JS_debut
\x3cfont style="font-size:20pt;"\x3e
JS_fin
\x3c\x2ffont\x3e
BALISE_SIZE16
BOOLEAN_Symbol
BaliseJS_debut
\x5b16\x5d
BaliseJS_fin
\x5b\x2f16\x5d
Balise_debut
[16]
Balise_fin
[/16]
FO_debut
font-size=16pt
FO_fin
font-size=
HTML_debut
<font style="font-size:16pt;">
HTML_fin
</font>
JS_debut
\x3cfont style="font-size:16pt;"\x3e
JS_fin
\x3c\x2ffont\x3e
BALISE_SIZE12
BOOLEAN_Symbol
BaliseJS_debut
\x5b12\x5d
BaliseJS_fin
\x5b\x2f12\x5d
Balise_debut
[12]
Balise_fin
[/12]
FO_debut
font-size=12pt
FO_fin
font-size=
HTML_debut
<font style="font-size:12pt;">
HTML_fin
</font>
JS_debut
\x3cfont style="font-size:12pt;"\x3e
JS_fin
\x3c\x2ffont\x3e
BALISE_SIZE8
BOOLEAN_Symbol
BaliseJS_debut
\x5b8\x5d
BaliseJS_fin
\x5b\x2f8\x5d
Balise_debut
[8]
Balise_fin
[/8]
FO_debut
font-size=8pt
FO_fin
font-size=
HTML_debut
<font style="font-size:8pt;">
HTML_fin
</font>
JS_debut
\x3cfont style="font-size:8pt;"\x3e
JS_fin
\x3c\x2ffont\x3e
BALISE_BLACKBACK
BOOLEAN_Symbol
BaliseJS_debut
\x5bblackback\x5d
BaliseJS_fin
\x5b\x2fblackback\x5d
Balise_debut
[blackback]
Balise_fin
[/blackback]
FO_debut
background-color=black
FO_fin
background-color=white
HTML_debut
<span style="background-color:black;">
HTML_fin
</span>
JS_debut
\x3cspan style="background-color:black;"\x3e
JS_fin
\x3c\x2fspan\x3e
BALISE_WHITE
BOOLEAN_Symbol
BaliseJS_debut
\x5bwhite\x5d
BaliseJS_fin
\x5b\x2fwhite\x5d
Balise_debut
[white]
Balise_fin
[/white]
FO_debut
color=white
FO_fin
color=black
HTML_debut
<span style="color:white;">
HTML_fin
</span>
JS_debut
\x3cspan style="color:white;"\x3e
JS_fin
\x3c\x2fspan\x3e
CODE47534071
BOOLEAN_Symbol
1
BaliseJS_debut
\x5bbeta\x5d
BaliseJS_fin
Balise_debut
[beta]
Balise_fin
FO_debut
[inline]=β
FO_fin
HTML_debut
β
HTML_fin
JS_debut
\x26#946;
JS_fin
CODE47534435
BOOLEAN_Symbol
1
BaliseJS_debut
\x5balpha\x5d
BaliseJS_fin
Balise_debut
[alpha]
Balise_fin
FO_debut
[inline]=α
FO_fin
HTML_debut
α
HTML_fin
JS_debut
\x26#945;
JS_fin
CODE47551722
BOOLEAN_Symbol
BaliseJS_debut
\x5bsub\x5d
BaliseJS_fin
\x5b\x2fsub\x5d
Balise_debut
[sub]
Balise_fin
[/sub]
FO_debut
vertical-align=sub
FO_fin
vertical-align=baseline
HTML_debut
<sub>
HTML_fin
</sub>
JS_debut
\x3csub\x3e
JS_fin
\x3c\x2fsub\x3e
CODE48535424
BOOLEAN_Symbol
1
BaliseJS_debut
\x5bLAMBDA\x5d
BaliseJS_fin
Balise_debut
[LAMBDA]
Balise_fin
FO_debut
[inline]=Λ
FO_fin
HTML_debut
Λ
HTML_fin
JS_debut
\x26#923;
JS_fin
CODE48535666
BOOLEAN_Symbol
1
BaliseJS_debut
\x5blambda\x5d
BaliseJS_fin
Balise_debut
[lambda]
Balise_fin
FO_debut
[inline]=λ
FO_fin
HTML_debut
λ
HTML_fin
JS_debut
\x26#955;
JS_fin
CODE47551793
BOOLEAN_Symbol
BaliseJS_debut
\x5bsup\x5d
BaliseJS_fin
\x5b\x2fsup\x5d
Balise_debut
[sup]
Balise_fin
[/sup]
FO_debut
vertical-align=super
FO_fin
vertical-align=baseline
HTML_debut
<sup>
HTML_fin
</sup>
JS_debut
\x3csup\x3e
JS_fin
\x3c\x2fsup\x3e
CODE56031535
BOOLEAN_Symbol
1
BaliseJS_debut
\x5bdelta\x5d
BaliseJS_fin
Balise_debut
[delta]
Balise_fin
FO_debut
[inline]=δ
FO_fin
HTML_debut
δ
HTML_fin
JS_debut
\x26#948;
JS_fin
CODE56073309
BOOLEAN_Symbol
1
BaliseJS_debut
\x5bpi\x5d
BaliseJS_fin
Balise_debut
[pi]
Balise_fin
FO_debut
[inline]=π
FO_fin
HTML_debut
π
HTML_fin
JS_debut
\x26#960;
JS_fin
CODE56074095
BOOLEAN_Symbol
1
BaliseJS_debut
\x5bDELTA\x5d
BaliseJS_fin
Balise_debut
[DELTA]
Balise_fin
FO_debut
[inline]=Δ
FO_fin
HTML_debut
Δ
HTML_fin
JS_debut
\x26#916;
JS_fin
CODE56074172
BOOLEAN_Symbol
1
BaliseJS_debut
\x5bMU\x5d
BaliseJS_fin
Balise_debut
[MU]
Balise_fin
FO_debut
[inline]=Μ
FO_fin
HTML_debut
Μ
HTML_fin
JS_debut
\x26#924;
JS_fin
CODE56074264
BOOLEAN_Symbol
1
BaliseJS_debut
\x5bPI\x5d
BaliseJS_fin
Balise_debut
[PI]
Balise_fin
FO_debut
[inline]=Π
FO_fin
HTML_debut
Π
HTML_fin
JS_debut
\x26#928;
JS_fin
CODE56074328
BOOLEAN_Symbol
1
BaliseJS_debut
\x5bSIGMA\x5d
BaliseJS_fin
Balise_debut
[SIGMA]
Balise_fin
FO_debut
[inline]=Σ
FO_fin
HTML_debut
Σ
HTML_fin
JS_debut
\x26#931;
JS_fin
CODE56075056
BOOLEAN_Symbol
1
BaliseJS_debut
\x5bALPHA\x5d
BaliseJS_fin
Balise_debut
[ALPHA]
Balise_fin
FO_debut
[inline]=Α
FO_fin
HTML_debut
Α
HTML_fin
JS_debut
\x26#913;
JS_fin
CODE56075186
BOOLEAN_Symbol
1
BaliseJS_debut
\x5bBETA\x5d
BaliseJS_fin
Balise_debut
[BETA]
Balise_fin
FO_debut
[inline]=Β
FO_fin
HTML_debut
Β
HTML_fin
JS_debut
\x26#914;
JS_fin
BALISE_SYMBOL
BOOLEAN_Symbol
BaliseJS_debut
\x5bsymbol\x5d
BaliseJS_fin
\x5b\x2fsymbol\x5d
Balise_debut
[symbol]
Balise_fin
[/symbol]
FO_debut
font-family=Symbol
FO_fin
font-family=
HTML_debut
<font style="font-family:Symbol;">
HTML_fin
</font>
JS_debut
\x3cfont style="font-family:Symbol;"\x3e
JS_fin
\x3c\x2ffont\x3e
CODE56072935
BOOLEAN_Symbol
1
BaliseJS_debut
\x5bmu\x5d
BaliseJS_fin
Balise_debut
[mu]
Balise_fin
FO_debut
[inline]=μ
FO_fin
HTML_debut
μ
HTML_fin
JS_debut
\x26#956;
JS_fin
CODE56073842
BOOLEAN_Symbol
1
BaliseJS_debut
\x5bsigma\x5d
BaliseJS_fin
Balise_debut
[sigma]
Balise_fin
FO_debut
[inline]=σ
FO_fin
HTML_debut
σ
HTML_fin
JS_debut
\x26#963;
JS_fin
CODE68199232
BOOLEAN_Symbol
1
BaliseJS_debut
\x5bphi\x5d
BaliseJS_fin
Balise_debut
[phi]
Balise_fin
FO_debut
[inline]=φ
FO_fin
HTML_debut
φ
HTML_fin
JS_debut
\x26#966;
JS_fin
CODE68199285
BOOLEAN_Symbol
1
BaliseJS_debut
\x5bPHI\x5d
BaliseJS_fin
Balise_debut
[PHI]
Balise_fin
FO_debut
[inline]=Φ
FO_fin
HTML_debut
Φ
HTML_fin
JS_debut
\x26#934;
JS_fin
CODE68199991
BOOLEAN_Symbol
1
BaliseJS_debut
\x5bgamma\x5d
BaliseJS_fin
Balise_debut
[gamma]
Balise_fin
FO_debut
[inline]=γ
FO_fin
HTML_debut
γ
HTML_fin
JS_debut
\x26#947;
JS_fin
CODE68200031
BOOLEAN_Symbol
1
BaliseJS_debut
\x5bGAMMA\x5d
BaliseJS_fin
Balise_debut
[GAMMA]
Balise_fin
FO_debut
[inline]=Γ
FO_fin
HTML_debut
Γ
HTML_fin
JS_debut
\x26#915;
JS_fin
CODE68200077
BOOLEAN_Symbol
1
BaliseJS_debut
\x5bomega\x5d
BaliseJS_fin
Balise_debut
[omega]
Balise_fin
FO_debut
[inline]=ω
FO_fin
HTML_debut
ω
HTML_fin
JS_debut
\x26#969;
JS_fin
CODE68200150
BOOLEAN_Symbol
1
BaliseJS_debut
\x5bOMEGA\x5d
BaliseJS_fin
Balise_debut
[OMEGA]
Balise_fin
FO_debut
[inline]=Ω
FO_fin
HTML_debut
Ω
HTML_fin
JS_debut
\x26#937;
JS_fin
CODE72092691
BOOLEAN_Symbol
BaliseJS_debut
\x5beta\x5d
BaliseJS_fin
Balise_debut
[eta]
Balise_fin
FO_debut
[inline]=η
FO_fin
HTML_debut
η
HTML_fin
JS_debut
\x26#951;
JS_fin
CODE72092805
BOOLEAN_Symbol
BaliseJS_debut
\x5bETA\x5d
BaliseJS_fin
Balise_debut
[ETA]
Balise_fin
FO_debut
[inline]=Η
FO_fin
HTML_debut
Η
HTML_fin
JS_debut
\x26#919;
JS_fin
BALISE_SOULIGNER
BOOLEAN_Symbol
BaliseJS_debut
\x5bu\x5d
BaliseJS_fin
\x5b\x2fu\x5d
Balise_debut
[u]
Balise_fin
[/u]
FO_debut
text-decoration=underline
FO_fin
text-decoration=none
HTML_debut
<u>
HTML_fin
</u>
JS_debut
\x3cu\x3e
JS_fin
\x3c\x2fu\x3e
CODE72092388
BOOLEAN_Symbol
BaliseJS_debut
\x5bpsi\x5d
BaliseJS_fin
Balise_debut
[psi]
Balise_fin
FO_debut
[inline]=ψ
FO_fin
HTML_debut
ψ
HTML_fin
JS_debut
\x26#968;
JS_fin
CODE72092541
BOOLEAN_Symbol
BaliseJS_debut
\x5bPSI\x5d
BaliseJS_fin
Balise_debut
[PSI]
Balise_fin
FO_debut
[inline]=Ψ
FO_fin
HTML_debut
Ψ
HTML_fin
JS_debut
\x26#936;
JS_fin
CODE140502511
BOOLEAN_Symbol
1
BaliseJS_debut
\x5brho\x5d
BaliseJS_fin
Balise_debut
[rho]
Balise_fin
FO_debut
[inline]=ρ
FO_fin
HTML_debut
ρ
HTML_fin
JS_debut
\x26#961;
JS_fin
CODE140504636
BOOLEAN_Symbol
1
BaliseJS_debut
\x5bRHO\x5d
BaliseJS_fin
Balise_debut
[RHO]
Balise_fin
FO_debut
[inline]=Ρ
FO_fin
HTML_debut
Ρ
HTML_fin
JS_debut
\x26#929;
JS_fin
CODE148292791
BOOLEAN_Symbol
BaliseJS_debut
\x5bepsilon\x5d
BaliseJS_fin
Balise_debut
[epsilon]
Balise_fin
FO_debut
[inline]=ε
FO_fin
HTML_debut
ε
HTML_fin
JS_debut
\x26#949;
JS_fin
CODE169976220
BOOLEAN_Symbol
BaliseJS_debut
\x5blig\x5d
BaliseJS_fin
Balise_debut
[lig]
Balise_fin
FO_debut
[inline]=›  
FO_fin
HTML_debut
›  
HTML_fin
JS_debut
\x26#x203A;\x26#160;\x26#160;
JS_fin
CODE148292899
BOOLEAN_Symbol
BaliseJS_debut
\x5bEPSILON\x5d
BaliseJS_fin
Balise_debut
[EPSILON]
Balise_fin
FO_debut
[inline]=Ε
FO_fin
HTML_debut
Ε
HTML_fin
JS_debut
\x26#917;
JS_fin
BALISETXT_SAUT
BOOLEAN_Symbol
BaliseJS_debut
\x5bbr\x2f\x5d
BaliseJS_fin
Balise_debut
[br/]
Balise_fin
FO_debut
FO_fin
HTML_debut
<br/>
HTML_fin
JS_debut
\x3cbr\x2f\x3e
JS_fin