From 3f7657896b9eaffc3054a1fe9df1f8c2058a68ed Mon Sep 17 00:00:00 2001 From: Rohan Sircar Date: Thu, 28 May 2020 17:41:36 +0530 Subject: [PATCH] added decision tree article --- .../a-tale-of-decision-trees-java-opencl.md | 60 ++++++++++++++++++ content/post/migrate-from-jekyll.md | 4 -- static/img/decisiontree.png | Bin 0 -> 16621 bytes static/img/sysarch.png | Bin 0 -> 202856 bytes 4 files changed, 60 insertions(+), 4 deletions(-) create mode 100644 content/post/a-tale-of-decision-trees-java-opencl.md create mode 100644 static/img/decisiontree.png create mode 100644 static/img/sysarch.png diff --git a/content/post/a-tale-of-decision-trees-java-opencl.md b/content/post/a-tale-of-decision-trees-java-opencl.md new file mode 100644 index 0000000..ba03355 --- /dev/null +++ b/content/post/a-tale-of-decision-trees-java-opencl.md @@ -0,0 +1,60 @@ ++++ +title = " A tale of Decision Trees, Java and OpenCL" +date = "2019-10-02T17:53:52+05:30" +hide_authorbox = true +disable_comments = true +draft = true +categories = [ + + "Development" + +] +tags = [ + + "opencl", + "java", + "ai", + "Machine Learning", + "id3", + "Decision Tree", + "gpgpu" + +] + +opacity = false +sidebar = { "disable" = true } + ++++ +I worked on a decision tree program in java for my final year MSc project. In a series of posts such as this one, I'll be highlighting some of the aspects of it's creation and implementation. + +A bit of background - this project is of great signficance to me, one reason being that it had many firsts - my first proper java project, my first foray into machine learning and GPGPU programming, my first GUI program, to mention a few. It was also when I realized that I could actually enjoy programming. + +I also had to face significant adversities while working on it, none of which I'd disclose publicly. But yeah, I was going through a bad time, and yet I still managed to finish my project, clear all my exams and get my master's degree - a fact that I'm proud of. + +Now for the project itself.. + +### Decision Tree + +Decision Tree is a machine learning algorithm which creates a model of the given data set in the form a tree. This tree can then be used for prediction. + +![Decison Tree](/img/decisiontree.png) + +####

Figure - A Decision Tree

+ +A major challenge in implementing this form of decision tree was that the number of children of the nodes is not constant. Thus a simple binary tree wouldn't suffice. I had to use an n-ary tree data structure that I also had to create myself. + +### ID3 + +I used ID3 as the algorithm for partitioning the data set and creating the decision tree. ID3 is a greedy algorithm that uses the concept of entropy to decide where to split the data in order to partition it. ID3 splits the data set recursively until it reaches the terminating condition(s), and each split point becomes a node of the tree. + +### OpenCL + +I also worked on incorporating GPU acceleration into this project. While I had an Nvidia GPU, I still chose to go with OpenCL over CUDA, and the major benefit was that I could prototype on my laptop despite it not having a GPU(the code would just run on CPU) and then run it on my desktop which had a GPU. + +#### Other stuff - MySQL, Swing etc + +Some of the other stuff I used were mysql - for storing the data sets. I didn't know about hibernate at this point so I 'simply' used JDBC , and swing - for creating the GUI. + +That's it for now. In the next post I'll talk about the system overview and architecture. Stay tuned! + +![System Architecture](/img/sysarch.png) diff --git a/content/post/migrate-from-jekyll.md b/content/post/migrate-from-jekyll.md index 9a8f1b4..c87bc97 100755 --- a/content/post/migrate-from-jekyll.md +++ b/content/post/migrate-from-jekyll.md @@ -1,10 +1,6 @@ --- date: 2014-03-10 linktitle: Migrating from Jekyll -menu: - main: - parent: tutorials -prev: /tutorials/mathjax title: Migrate to Hugo from Jekyll weight: 10 --- diff --git a/static/img/decisiontree.png b/static/img/decisiontree.png new file mode 100644 index 0000000000000000000000000000000000000000..395c26a2f3b4cd0ca76ae5bbd5057d5498e125e2 GIT binary patch literal 16621 zcmeHvc|6o@`}Pn~-I6R7#uN!jT13WLk`S_!kfrSV*csA>LMjwlvL;*h?2)bP`#Oj) zc9U&}!Fx{K_wV`bf4-mhkN1B5a6hwL*Y`TFb2*OlIOh(!rK-TNpM5_9fnZR)aZLk( z*z*N}pys5fhF6MYZk<6OWD69pUD5IwT)kI~ItES=%l0o<_Rt+< zhkr@9@^CLQQ0{%8>7%=Ww;tSj5cuGlI_Feq+@1gURhcB{_+T|=i01x@^n|4T3=ruBLhQ)->#89 zf{HzXrNVcsC?$nAaizKWx%HWRQ>LV$!NJtDH0?cy5~!4#e*QGq)a=6JKWO-5afsPp zn=!YP_20{X0+tmL5-N5W)d_ZJZMUf#rMiq)_8O(JM4{m0!G1`C^_gfqT=kCpb_T*Q^lQtT?fi0?>hiCO`2tIi0=Rqz>OLF~34>*W{K@6I*Tlm&mpE0Y6b}jaXon02?C4WSSDK)Hd zA^v~;bDCnTMj!rDu=4R0f&cDL)<^fH5ntl+mGe|ImWa1Y%JmHm?u)~uro@g8^*S0j zRWD|$%w<|tMWtm*-f5ySoQH&37_E{i8|v!H_uX1AxPNT~mdF~9zoo0oC%XrpYK~{6 zrKLq%TU#Dm;kh!^c}qfCI!=hR{6j8tpuPQ5&F*q2QUY#uMR{;&h}IJB=Pu5?@)e)j zb*z-zyq>h6u9jA94N)E2^6S^Hz8vG60?plD%I20->~JS~Id7MKe0>^joRN`{&&$KZ z<0QsrKU5@SKqL|-$mnk|Vh-HI(2x)z-$9GExVo@k4WFWz6S|V7rlxjg_f3egor!<@ zR*~;`{jTF`NFkCsr=g)CX-{XkJ_kE{k;5n# z!F{?lmZ^|u?0%5sV*M|V8Wvsv#8F6gD1+iD4{cGRpY)vGe`t>Wg_I=Fu3~2P2VaC#k5W z*0$?9TXmTl*%p78yu9o<+@fmoT$b~_IEN_G1dU~9RCEW2?=-Wxe}83>T=^<9F0g^TX%(;L6z6NI)N?TXg-PN_OhIKEV zrDdY{2>I-9hatXwE1c3F*g<+Gl6C-NYw$YWS_1hX)Gta}%^d&z`*$#L>bdP-lTF&< z)UmPe^?o}96;^es%x@PPt+CY_D?yqJf3lLc%FAS7W+K`yZgA8|oFT3Ci9%RNNY**o z22IxI#RqepO9!7on91%T7c}b{8F4w4+%<7=aXHytSy>q{xwXE~gnESC-gJdPA`*#X zV|UM}rJcYMmrqDZ`e}K8eZs)X$~r^Dpg+d$4gUEw&~~supe$7Zos8Tqo@YPK6vbnd z){tuUgSLx*e>+&@OIV{%c+i1U13LvC+;{c$2Rh%Xm@1b31)dnggVxp7PI-nFK655n zy(!lmHYY4&TuZ>nsdQXu3_q4#xyW|l!nt#fzkYrbnKOAb6&Dvr376;@J&)lVeaX)r zTLrqY-^_#8Fx6$Dp`r7+Gl#kVc<981(dOo6i!=neW)(+x5!k3~!R=Gdk31QAgJMQ9 z`4r(%?n#*sUgG2G@v%XUc5KX)T)IQaS+GL$)BiPR{Z4DB;C+bgHuD+(G z2C{z7@0>gAP_@nWO%17IZ)%#Dk|K|!r2EFgqM}LSNl;KweSQ7L(x_ma5}c~Lx3{&m^)xNzy(;*iIDOU=im{zl)YQZ-U6S(r zbxokM1uB%X@-vt7RIt^f=V4)DqN3m1N5|F|hH|$E>k9@cl(he{shx=?$Ed zTbpsYM{Y{WJ!fZ)OTP;eEEq50o}HU}-gNcZ5#i^G#EfAwnY03h0&3UB`g*-HolS63 z*`VmRZ;!FFTU%LK+1XXN&goS5kDrm{L&;z{IXIx)-uXEX7AkXJLT@lpu5};NW0aIv zHx7qXCyv)Wo0yo0H_SRNYr)3G#x3QJ!PI_*8iz_p$KBGV9EV#(N=oYT<^Jw&44Fs> z4-XeMUggnwwpR7221S z4$WTI?i6B-z}Qs;^R?BWC$l}Hy*B0+HYt001ai?eFqL4 zfa)~kQ(0YIt$pkBrsRC8mT|q?}(F>Y!Sey@Ff059!y1G~C%rM63^)*zxWR<&LIP ztcttN_vOU8mFexl+&3|){`2~7Z~~`zVMT?MO4+tuzJ(v-!)Lv>O8}<<#%lgXxrY>d z-LoSD1w(K@4Y$hzh6ev?f2*5gWLV1%rIc2Ws zaz0gDA4?vHr0l=(YdaNpb^r|Jl813~i+)8*K{^!!0|P&P{D_oy;#tgow(CaL&AC&O z$CcqbQ6DnVKne4|KlqkUEe=cyo?W$gmeUFHE72imblk!vuNM0Z%mXG@QPvH<>_c4c zNK)`?E*PR-J!0;XS5RCW^Jl9UA`5QpPqrSW;n)(QR%YS7chbIt@6P;o2#D;pjSY(~ z`y&b$1oIHF-`c+Y+FGjm^HuCS`tKWyI0@HTt!uf0y4g2XRoS|XH-3J51!7`1%0f#>Kx}L6e}#E{*T2>66+l;uKVM}7U|ejEQ|hvZd=t@K_y`<$WMstX zd(O`Mylwd=_$0+e>Kj(=cHUmJfKXKWM6Ic*nL9KVyKLp88d+U^1)L6U!os}EzPP9; zJISh;7LO`2=ouP{Y5At{-GPzvh@%-ruI}zANsnbnjgVXRbIa~Vi0~;#C*ywG>h-&s znHdN$aM{Mjzyrec?M+cr=Hg(RlUBdizx8v6ywbKy4BN#oEiKK?mIB!F+wSvASA4Kb zir<}?pVxXi`6f1Yd&6&cqp=-_!!f1r62kmGP%6)VV1=2XZ{NO+5;ksaY02tkuJqop zca1*;H%%OUehCWcOlJxdOF+^mF1(8-Bh1XqqS#V`?sjI}($-#U60WMP(I&A%v}SBQ zsxvV$`7wF8$!8vbKyQ|Tx0lyzrb7wuF$@O}UO$eXn=1pH01%nmA%aNLAtU?f6NDNd zFNKz;PoHWIFmhf#BoplWrl+MWW9O0lSWAo;AjF~1PG(xEzUt+ifFq8ay+a&o0Dq`Y z8vpT~p1%E7BH-WeO-(%YDP<^WpTLuS!^4>uM%(84a>VQgwRCl(go5%E{D<-_)P}L7 zUz4*_IBmb0M5Zkv^|xf@L+(q%CHe2R;UkE zcEY^#hac6Z1ufojzW@AVY8uPCB{SA@y;*H>Qp(EQ{V9?aKosC8JPM(;3pZFHF=v1L zs3a3y#v~1Bh2)?;^XQ-kzQwa3}y$Cg*)ew*lM(p03*rKd$MMnUV3V zjMw#x#LjYFULJrNwll_hdN*A88_NK20k#YthvXw;?Fv{(?O9SvQX{MdH|r#(gnS$l zHMTa_H>2(_QXW*1pm&rt)US)V{$fMYxZ?Pz$WJk&gjHwy_7kVs+!d~0@5J#t%gM=| zzUy)~t1X4TXdor%><%99a_GuHbaewG&R@l-)O>6De9@b3FSns@dM zXuq{})d;n%rvst)*b2>_rX?lu;8ac+6ocpSpQco?GIs~t9UE)wN>N$A6DG-Y_XQlm z!i)7wn+2C2C3UOTD|rg8i$yXg@Zj#}ULH~py171yh^^Eh&NE{-r=t*7RlL-uZaxL( zdsfrx&YvTh-XCu{wslS+lyjgQe}D?@9b)QPNhCZ7rb|_pLyH}uu}rvuad$t$>7ks? 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