From 4da167ac6d8e6f64f5dae2203cfca6807716023c Mon Sep 17 00:00:00 2001 From: Issam Laradji Date: Mon, 1 Jul 2013 00:07:50 +0300 Subject: [PATCH 1/6] (WIP) Added Multi-layer perceptron (MLP) Seeking to finalize MLP --- benchmarks/bench_mnist.py | 8 +- doc/images/multilayerperceptron_network.png | Bin 0 -> 89381 bytes doc/modules/classes.rst | 2 + doc/modules/neural_networks_supervised.rst | 329 ++++++ ...s.rst => neural_networks_unsupervised.rst} | 0 doc/supervised_learning.rst | 1 + doc/unsupervised_learning.rst | 2 +- examples/neural_networks/plot_mlp_alpha.py | 114 ++ .../neural_networks/plot_mlp_nonlinear.py | 46 + sklearn/neural_network/__init__.py | 9 +- sklearn/neural_network/base.py | 196 ++++ .../neural_network/multilayer_perceptron.py | 976 ++++++++++++++++++ sklearn/neural_network/tests/test_mlp.py | 495 +++++++++ 13 files changed, 2174 insertions(+), 4 deletions(-) create mode 100644 doc/images/multilayerperceptron_network.png create mode 100644 doc/modules/neural_networks_supervised.rst rename doc/modules/{neural_networks.rst => neural_networks_unsupervised.rst} (100%) create mode 100644 examples/neural_networks/plot_mlp_alpha.py create mode 100644 examples/neural_networks/plot_mlp_nonlinear.py create mode 100644 sklearn/neural_network/base.py create mode 100644 sklearn/neural_network/multilayer_perceptron.py create mode 100644 sklearn/neural_network/tests/test_mlp.py diff --git a/benchmarks/bench_mnist.py b/benchmarks/bench_mnist.py index fbf42adad79d8..9b195956c2e53 100644 --- a/benchmarks/bench_mnist.py +++ b/benchmarks/bench_mnist.py @@ -47,6 +47,7 @@ from sklearn.svm import LinearSVC from sklearn.tree import DecisionTreeClassifier from sklearn.utils import check_array +from sklearn.neural_network import MultilayerPerceptronClassifier # Memoize the data extraction and memory map the resulting # train / test splits in readonly mode @@ -86,7 +87,10 @@ def load_data(dtype=np.float32, order='F'): 'Nystroem-SVM': make_pipeline(Nystroem(gamma=0.015, n_components=1000), LinearSVC(C=100)), 'SampledRBF-SVM': - make_pipeline(RBFSampler(gamma=0.015, n_components=1000), LinearSVC(C=100)) + make_pipeline(RBFSampler(gamma=0.015, n_components=1000), LinearSVC(C=100)), + 'MultilayerPerceptron': MultilayerPerceptronClassifier( + hidden_layer_sizes=(200,), max_iter=400, alpha=0.5, algorithm='l-bfgs', + random_state=1) } @@ -120,7 +124,7 @@ def load_data(dtype=np.float32, order='F'): print("%s %d (size=%dMB)" % ("number of train samples:".ljust(25), X_train.shape[0], int(X_train.nbytes / 1e6))) print("%s %d (size=%dMB)" % ("number of test samples:".ljust(25), - X_test.shape[0], int(X_test.nbytes / 1e6))) + X_test.shape[0], int(X_test.nbytes / 1e6))) print() print("Training Classifiers") diff --git a/doc/images/multilayerperceptron_network.png b/doc/images/multilayerperceptron_network.png new file mode 100644 index 0000000000000000000000000000000000000000..90defd3df5c2bdac599f3d167e9a42fa9bddb0c0 GIT binary patch literal 89381 zcmb5Wi96Ka`#(O5HQBRd-`7G-wrpj~5=!=Uv`pF8jNMGx3rUu-rbx2Zlx@O+2t?`~^9O3uX+M@DItYJAZ3!d_f8IM%5GzteOQ=|YcLaLy_KZHk z$e6{4)d%VmPG8YZcq2iqBL)yd$-CQZ$%o~@D-mTQW&Q+#zlo8Cy)TOW<4^7R`IATM zpquz-VJ)gYHHzwpu5?`5tr^)l8Rksh<#3y(4CsCj0uWGuYP)Ri4;2N@76j_8eRXV%f>~_Qw1u7(b>51Pr*0!b8@fo3G9GBk5P-VjN&z z75dN133JnB92Vy0<|ToJFX4RtLg5RW;yAPXz?c~`%C_z`FLUOKyS9TjtrCrg4Vx8X zWB7ND;Cmb|^#SquS4_av-x0E#FAKl;L6O^}J+5r-Ghn*veU(_gItQKDora6`8mmz= zJp}C24Di~jci-eWRsH&M`q7DJ)5LAuvTi#g_^TLhDv0=iXh`IvI-`?oYV!x^M}_AY zoPMm2(E%Ci@i~fEZL9@HU&G!Ct#Uk)hq?B_@3DL)^$)p`DCU=V7C|cY%tN{BbNOsK%2~ zCBlgx0>t*?!NNH+p`}v=w7t3G!AZ8FFhyWj*kdr6&(xRs8k=l#Vgo^%MS`C9{m)+*BM<=u~v(WJF&H zWY4O&==|S?L~JeThYf;}aLwuHrZ&@CBmeVOVDTvHr9WX*hISd@k!&hTrx}+xN!o); zoGGqOOnx+YFJe8Ceum>czPmu*kgKY8J{&>#Oe$FD5XF}fV}YUMNc}riPpX1sh=smAq-eDt4kDJ9bxxu(5%MK7ShhBr6uub z-9A?&M_BlHirV~CDTR5|?y~2d(=RZ(KXqG>KGKJCqwq=cFacRJ}19Y>5bFy3Zz4jXWGT@=c8c`^3(t zAFTUlh&4jfSMt;SuNWtXAoJS|G=wA6ukMmIu~&R5VLw7p?_FX{h`HZvkQI-|?7`|M znOaN-L)=h3V|VK-5qND(7b2Y}obIZ2LfUJ7XSw!aeeZ8WRI3YaWahAFp1zaD>Eg3i zPD!CCm!<2NTu$pZr9cdDGOPfEtwpc2`u@H+M{kge5AyQ1( zq=qC;l1Rptb4b)G+=SHzU0IwxJEAWK{DT^mpX6g0sn4O zFbK>AijhIA2h%QPz%FW}Alu&5-Ep;CcT5LoW^Y-_754%D!fRdcDbn>3N%G{~N_g?9 z$A1mEi*=3J_%#;hMqXZ3@pGThURdttAajrp<=^bMNb=-MlTKtIuhDe-=_71MR%s)+ zsZ+?>9Z><3{a9+R<8fJ_u_L&2nC@U6@Iapz{0-g_1b5f}|6lT%_-`JNpLQeSCgxSj zLRig!lPR`iL^_jE8~a)nOt@xiv0#2cL0g=qf#)E5;Yd(AbQA8fSoa7P3cJK9^w4%@ z8FN*DzLK5o#k2$#SVE!(WrnfC3@u!eM7D~}?WtDP`nj0$nl~C{N<--|G!zZrw_Yf82pilUW4?E@{CurJ=A_l_lH?3j8-0FZr7` zTdW+Da62G6y0)nVL&IF5$+qMHUF!Qoz^Qbq0hCKuqikWm$_m`8(eZy0sZyqzL?dFd z0Nvj%>ylOre^t??3rHhm&e{Ayq8+h-n4QV!NA)vp+Gq`YQm_W)2_1mV99v9CJ%d%p z^uQey^>=07%x3+@QaA>OdT~X{uw>ZqS+egtSwny`s-i%A?!ppoNHkc}_wCCqLs`Fe zx$tDA+|N%k!$UcLScp1mhbH)og=vRbF6^zB^$G$}Vds9yjLFnZ9U-13{v z)+GGf#0O&0idfur)-bPyy?_vGCV=Cf3t$2Ex+yK{BysrXXe}`mj`N`ye91G*u?u^ zYGJ1qlFlTZXD*NoG;pjP5Avrv_Bz%=c%f&a#tbof9e-u0hmf*F&c4!vuU!pPH9RphPyT}r}30U+wE<1d-Jc_qOI$OjL?Xz*5BvhtF+bD-_eCpJs? 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