From 58851611dcbdc641994357551050a53c1d618371 Mon Sep 17 00:00:00 2001 From: Mahdi Dibaiee Date: Sat, 10 Sep 2016 01:15:38 +0430 Subject: [PATCH] chore(README): better readme, chart --- README.md | 40 +++++++--------------------------------- examples/notmnist.hs | 2 +- notmnist.png | Bin 24815 -> 28899 bytes sgd.png | Bin 24815 -> 28662 bytes 4 files changed, 8 insertions(+), 34 deletions(-) diff --git a/README.md b/README.md index 8e5dbdc..31c5735 100644 --- a/README.md +++ b/README.md @@ -1,43 +1,17 @@ sibe ==== - A simple Machine Learning library. -A simple neural network: -```haskell -module Main where - import Sibe - import Numeric.LinearAlgebra - import Data.List +notMNIST dataset, cross-entropy loss, learning rate decay and sgd: +![notMNIST](https://github.com/mdibaiee/sibe/blob/master/notmnist.png?raw=true) - main = do - let learning_rate = 0.5 - (iterations, epochs) = (2, 1000) - a = (logistic, logistic') -- activation function and the derivative - rnetwork = randomNetwork 0 2 [(8, a)] (1, a) -- two inputs, 8 nodes in a single hidden layer, 1 output - - inputs = [vector [0, 1], vector [1, 0], vector [1, 1], vector [0, 0]] -- training dataset - labels = [vector [1], vector [1], vector [0], vector [0]] -- training labels - - -- initial cost using crossEntropy method - initial_cost = zipWith crossEntropy (map (`forward` rnetwork) inputs) labels - - -- train the network - network = session inputs rnetwork labels learning_rate (iterations, epochs) - - -- run inputs through the trained network - -- note: here we are using the examples in the training dataset to test the network, - -- this is here just to demonstrate the way the library works, you should not do this - results = map (`forward` network) inputs - - -- compute the new cost - cost = zipWith crossEntropy (map (`forward` network) inputs) labels +See examples: ``` - -See other examples: -``` -# Simplest case of a neural network +# neural network examples stack exec example-xor +stack exec example-424 +# notMNIST dataset, achieves ~87% accuracy using exponential learning rate decay +stack exec example-notmnist # Naive Bayes document classifier, using Reuters dataset # using Porter stemming, stopword elimination and a few custom techniques. diff --git a/examples/notmnist.hs b/examples/notmnist.hs index d913377..c14aea5 100644 --- a/examples/notmnist.hs +++ b/examples/notmnist.hs @@ -42,7 +42,7 @@ module Main where let session = def { learningRate = 0.5 , batchSize = 32 - , epochs = 35 + , epochs = 24 , network = rnetwork , training = zip trinputs trlabels , test = zip teinputs telabels diff --git a/notmnist.png b/notmnist.png index 867fd5f01c9c8ca43141b222483108f036f4dfd8..27f9c869c174e3b611955112416b3fe66e99bf76 100644 GIT binary patch literal 28899 zcma&OWk6M1*9N);L8L(ir6rXVDd`50M!G|~yF-x{ICQskcY{btcc&l{o9^b$jmPsI z-|zeGz4&9pUTe)Y=a_TUGoE39jFc!EG9EGn0zngdEhGnlz>`2AaLPz<;G0JeA5no1 zL|t)FA;=BvUut7^1O!3?5fkElCK>aP+g8RRRh)w6x?d|oh81SYBITV(c}U0F9ZJ49zd*;lWe 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