diff --git a/mlp/costs.py b/mlp/costs.py
new file mode 100644
index 0000000..942920a
--- /dev/null
+++ b/mlp/costs.py
@@ -0,0 +1,64 @@
+# Machine Learning Practical (INFR11119),
+# Pawel Swietojanski, University of Edinburgh
+
+
+import numpy
+
+
+class Cost(object):
+    """
+    Defines an interface for the cost object
+    """
+    def cost(self, y, t, **kwargs):
+        """
+        Implements a cost for monitoring purposes
+        :param y: matrix -- an output of the model
+        :param t: matrix -- an expected output the model should produce
+        :param kwargs: -- some optional parameters required by the cost
+        :return: the scalar value representing the cost given y and t
+        """
+        raise NotImplementedError()
+
+    def grad(self, y, t, **kwargs):
+        """
+        Implements a gradient of the cost w.r.t y
+        :param y: matrix -- an output of the model
+        :param t: matrix -- an expected output the model should produce
+        :param kwargs: -- some optional parameters required by the cost
+        :return: matrix - the gradient of the cost w.r.t y
+        """
+        raise NotImplementedError()
+
+    def get_name(self):
+        return 'cost'
+
+
+class MSECost(Cost):
+    def cost(self, y, t, **kwargs):
+        se = 0.5*numpy.sum((y - t)**2, axis=1)
+        return numpy.mean(se)
+
+    def grad(self, y, t, **kwargs):
+        return y - t
+
+    def get_name(self):
+        return 'mse'
+
+
+class CECost(Cost):
+    """
+    Cross Entropy (Negative log-likelihood) cost for multiple classes
+    """
+    def cost(self, y, t, **kwargs):
+        #assumes t is 1-of-K coded and y is a softmax
+        #transformed estimate at the output layer
+        nll = t * numpy.log(y)
+        return -numpy.mean(numpy.sum(nll, axis=1))
+
+    def grad(self, y, t, **kwargs):
+        #assumes t is 1-of-K coded and y is a softmax
+        #transformed estimate at the output layer
+        return y - t
+
+    def get_name(self):
+        return 'ce'
diff --git a/mlp/layers.py b/mlp/layers.py
new file mode 100644
index 0000000..c511792
--- /dev/null
+++ b/mlp/layers.py
@@ -0,0 +1,281 @@
+
+# Machine Learning Practical (INFR11119),
+# Pawel Swietojanski, University of Edinburgh
+
+import numpy
+import logging
+from mlp.costs import Cost
+
+
+logger = logging.getLogger(__name__)
+
+
+class MLP(object):
+    """
+    This is a container for an arbitrary sequence of other transforms
+    On top of this, the class also keeps the state of the model, i.e.
+    the result of forward (activations) and backward (deltas) passes
+    through the model (for a mini-batch), which is required to compute
+    the gradients for the parameters
+    """
+    def __init__(self, cost):
+
+        assert isinstance(cost, Cost), (
+            "Cost needs to be of type mlp.costs.Cost, got %s" % type(cost)
+        )
+
+        self.layers = [] #the actual list of network layers
+        self.activations = [] #keeps forward-pass activations (h from equations)
+                              # for a given minibatch (or features at 0th index)
+        self.deltas = [] #keeps back-propagated error signals (deltas from equations)
+                         # for a given minibatch and each layer
+        self.cost = cost
+
+    def fprop(self, x):
+        """
+
+        :param inputs: mini-batch of data-points x
+        :return: y (top layer activation) which is an estimate of y given x
+        """
+
+        if len(self.activations) != len(self.layers) + 1:
+            self.activations = [None]*(len(self.layers) + 1)
+
+        self.activations[0] = x
+        for i in xrange(0, len(self.layers)):
+            self.activations[i+1] = self.layers[i].fprop(self.activations[i])
+        return self.activations[-1]
+
+    def bprop(self, cost_grad):
+        """
+        :param cost_grad: matrix -- grad of the cost w.r.t y
+        :return: None, the deltas are kept in the model
+        """
+
+        # allocate the list of deltas for each layer
+        # note, we do not use all of those fields but
+        # want to keep it aligned 1:1 with activations,
+        # which will simplify indexing later on when
+        # computing grads w.r.t parameters
+        if len(self.deltas) != len(self.activations):
+            self.deltas = [None]*len(self.activations)
+
+        # treat the top layer in special way, as it deals with the
+        # cost, which may lead to some simplifications
+        top_layer_idx = len(self.layers)
+        self.deltas[top_layer_idx], ograds = self.layers[top_layer_idx - 1].\
+            bprop_cost(self.activations[top_layer_idx], cost_grad, self.cost)
+
+        # then back-prop through remaining layers
+        for i in xrange(top_layer_idx - 1, 0, -1):
+            self.deltas[i], ograds = self.layers[i - 1].\
+                bprop(self.activations[i], ograds)
+
+    def add_layer(self, layer):
+        self.layers.append(layer)
+
+    def set_layers(self, layers):
+        self.layers = layers
+
+    def get_name(self):
+        return 'mlp'
+
+
+class Layer(object):
+    """
+    Abstract class defining an interface for
+    other transforms.
+    """
+    def __init__(self, rng=None):
+
+        if rng is None:
+            seed=[2015, 10, 1]
+            self.rng = numpy.random.RandomState(seed)
+        else:
+            self.rng = rng
+
+    def fprop(self, inputs):
+        """
+        Implements a forward propagation through the i-th layer, that is
+        some form of:
+           a^i = xW^i + b^i
+           h^i = f^i(a^i)
+        with f^i, W^i, b^i denoting a non-linearity, weight matrix and
+        biases at the i-th layer, respectively and x denoting inputs.
+
+        :param inputs: matrix of features (x) or the output of the previous layer h^{i-1}
+        :return: h^i, matrix of transformed by layer features
+        """
+        raise NotImplementedError()
+    
+    def bprop(self, h, igrads):
+        """
+        Implements a backward propagation through the layer, that is, given
+        h^i denotes the output of the layer and x^i the input, we compute:
+        dh^i/dx^i which by chain rule is dh^i/da^i da^i/dx^i
+        x^i could be either features (x) or the output of the lower layer h^{i-1}
+        :param h: it's an activation produced in forward pass
+        :param igrads, error signal (or gradient) flowing to the layer, note,
+               this in general case does not corresponds to 'deltas' used to update
+               the layer's parameters, to get deltas ones need to multiply it with
+               the dh^i/da^i derivative
+        :return: a tuple (deltas, ograds) where:
+               deltas = igrads * dh^i/da^i
+               ograds = deltas \times da^i/dx^i
+        """
+        raise NotImplementedError()
+
+    def bprop_cost(self, h, igrads, cost=None):
+        """
+        Implements a backward propagation in case the layer directly
+        deals with the optimised cost (i.e. the top layer)
+        By default, method should implement a back-prop for default cost, that is
+        the one that is natural to the layer's output, i.e.:
+        linear -> mse, softmax -> cross-entropy, sigmoid -> binary cross-entropy
+        :param h: it's an activation produced in forward pass
+        :param igrads, error signal (or gradient) flowing to the layer, note,
+               this in general case does not corresponds to 'deltas' used to update
+               the layer's parameters, to get deltas ones need to multiply it with
+               the dh^i/da^i derivative
+        :return: a tuple (deltas, ograds) where:
+               deltas = igrads * dh^i/da^i
+               ograds = deltas \times da^i/dx^i
+        """
+
+        raise NotImplementedError()
+
+    def pgrads(self, inputs, deltas):
+        """
+        Return gradients w.r.t parameters
+        """
+        raise NotImplementedError()
+
+    def get_params(self):
+        raise NotImplementedError()
+
+    def set_params(self):
+        raise NotImplementedError()
+
+    def get_name(self):
+        return 'abstract_layer'
+
+
+class Linear(Layer):
+
+    def __init__(self, idim, odim,
+                 rng=None,
+                 irange=0.1):
+
+        super(Linear, self).__init__(rng=rng)
+
+        self.idim = idim
+        self.odim = odim
+
+        self.W = self.rng.uniform(
+            -irange, irange,
+            (self.idim, self.odim))
+
+        self.b = numpy.zeros((self.odim,), dtype=numpy.float32)
+
+    def fprop(self, inputs):
+        """
+        Implements a forward propagation through the i-th layer, that is
+        some form of:
+           a^i = xW^i + b^i
+           h^i = f^i(a^i)
+        with f^i, W^i, b^i denoting a non-linearity, weight matrix and
+        biases of this (i-th) layer, respectively and x denoting inputs.
+
+        :param inputs: matrix of features (x) or the output of the previous layer h^{i-1}
+        :return: h^i, matrix of transformed by layer features
+        """
+        a = numpy.dot(inputs, self.W) + self.b
+        # here f() is an identity function, so just return a linear transformation
+        return a
+
+    def bprop(self, h, igrads):
+        """
+        Implements a backward propagation through the layer, that is, given
+        h^i denotes the output of the layer and x^i the input, we compute:
+        dh^i/dx^i which by chain rule is dh^i/da^i da^i/dx^i
+        x^i could be either features (x) or the output of the lower layer h^{i-1}
+        :param h: it's an activation produced in forward pass
+        :param igrads, error signal (or gradient) flowing to the layer, note,
+               this in general case does not corresponds to 'deltas' used to update
+               the layer's parameters, to get deltas ones need to multiply it with
+               the dh^i/da^i derivative
+        :return: a tuple (deltas, ograds) where:
+               deltas = igrads * dh^i/da^i
+               ograds = deltas \times da^i/dx^i
+        """
+
+        # since df^i/da^i = 1 (f is assumed identity function),
+        # deltas are in fact the same as igrads
+        ograds = numpy.dot(igrads, self.W.T)
+        return igrads, ograds
+
+    def bprop_cost(self, h, igrads, cost):
+        """
+        Implements a backward propagation in case the layer directly
+        deals with the optimised cost (i.e. the top layer)
+        By default, method should implement a bprop for default cost, that is
+        the one that is natural to the layer's output, i.e.:
+        here we implement linear -> mse scenario
+        :param h: it's an activation produced in forward pass
+        :param igrads, error signal (or gradient) flowing to the layer, note,
+               this in general case does not corresponds to 'deltas' used to update
+               the layer's parameters, to get deltas ones need to multiply it with
+               the dh^i/da^i derivative
+        :param cost, mlp.costs.Cost instance defining the used cost
+        :return: a tuple (deltas, ograds) where:
+               deltas = igrads * dh^i/da^i
+               ograds = deltas \times da^i/dx^i
+        """
+
+        if cost is None or cost.get_name() == 'mse':
+            # for linear layer and mean square error cost,
+            # cost back-prop is the same as standard back-prop
+            return self.bprop(h, igrads)
+        else:
+            raise NotImplementedError('Linear.bprop_cost method not implemented '
+                                      'for the %s cost' % cost.get_name())
+
+    def pgrads(self, inputs, deltas):
+        """
+        Return gradients w.r.t parameters
+
+        :param inputs, input to the i-th layer
+        :param deltas, deltas computed in bprop stage up to -ith layer
+        :return list of grads w.r.t parameters dE/dW and dE/db in *exactly*
+                the same order as the params are returned by get_params()
+
+        Note: deltas here contain the whole chain rule leading
+        from the cost up to the the i-th layer, i.e.
+        dE/dy^L dy^L/da^L da^L/dh^{L-1} dh^{L-1}/da^{L-1} ... dh^{i}/da^{i}
+        and here we are just asking about
+          1) da^i/dW^i and 2) da^i/db^i
+        since W and b are only layer's parameters
+        """
+
+        grad_W = numpy.dot(inputs.T, deltas)
+        grad_b = numpy.sum(deltas, axis=0)
+
+        return [grad_W, grad_b]
+
+    def get_params(self):
+        return [self.W, self.b]
+
+    def set_params(self, params):
+        #we do not make checks here, but the order on the list
+        #is assumed to be exactly the same as get_params() returns
+        self.W = params[0]
+        self.b = params[1]
+
+    def get_name(self):
+        return 'linear'
+
+        
+        
+        
+        
+        
\ No newline at end of file
diff --git a/mlp/optimisers.py b/mlp/optimisers.py
new file mode 100644
index 0000000..9d4b947
--- /dev/null
+++ b/mlp/optimisers.py
@@ -0,0 +1,170 @@
+# Machine Learning Practical (INFR11119),
+# Pawel Swietojanski, University of Edinburgh
+
+import numpy
+import time
+import logging
+
+from mlp.layers import MLP
+from mlp.dataset import DataProvider
+from mlp.schedulers import LearningRateScheduler
+
+
+logger = logging.getLogger(__name__)
+
+
+class Optimiser(object):
+    def train_epoch(self, model, train_iter):
+        raise NotImplementedError()
+
+    def train(self, model, train_iter, valid_iter=None):
+        raise NotImplementedError()
+
+    def validate(self, model, valid_iterator):
+        assert isinstance(model, MLP), (
+            "Expected model to be a subclass of 'mlp.layers.MLP'"
+            " class but got %s " % type(model)
+        )
+
+        assert isinstance(valid_iterator, DataProvider), (
+            "Expected iterator to be a subclass of 'mlp.dataset.DataProvider'"
+            " class but got %s " % type(valid_iterator)
+        )
+
+        acc_list, nll_list = [], []
+        for x, t in valid_iterator:
+            y = model.fprop(x)
+            nll_list.append(model.cost.cost(y, t))
+            acc_list.append(numpy.mean(self.classification_accuracy(y, t)))
+
+        acc = numpy.mean(acc_list)
+        nll = numpy.mean(nll_list)
+
+        return nll, acc
+
+    @staticmethod
+    def classification_accuracy(y, t):
+        """
+        Returns classification accuracy given the estimate y and targets t
+        :param y: matrix -- estimate produced by the model in fprop
+        :param t: matrix -- target  1-of-K coded
+        :return: vector of y.shape[0] size with binary values set to 0
+                 if example was miscalssified or 1 otherwise
+        """
+        y_idx = numpy.argmax(y, axis=1)
+        t_idx = numpy.argmax(t, axis=1)
+        rval = numpy.equal(y_idx, t_idx)
+        return rval
+
+
+class SGDOptimiser(Optimiser):
+    def __init__(self, lr_scheduler):
+        super(SGDOptimiser, self).__init__()
+
+        assert isinstance(lr_scheduler, LearningRateScheduler), (
+            "Expected lr_scheduler to be a subclass of 'mlp.schedulers.LearningRateScheduler'"
+            " class but got %s " % type(lr_scheduler)
+        )
+
+        self.lr_scheduler = lr_scheduler
+
+    def train_epoch(self, model, train_iterator, learning_rate):
+
+        assert isinstance(model, MLP), (
+            "Expected model to be a subclass of 'mlp.layers.MLP'"
+            " class but got %s " % type(model)
+        )
+        assert isinstance(train_iterator, DataProvider), (
+            "Expected iterator to be a subclass of 'mlp.dataset.DataProvider'"
+            " class but got %s " % type(train_iterator)
+        )
+
+        acc_list, nll_list = [], []
+        for x, t in train_iterator:
+            # get the prediction
+            y = model.fprop(x)
+
+            # compute the cost and grad of the cost w.r.t y
+            cost = model.cost.cost(y, t)
+            cost_grad = model.cost.grad(y, t)
+
+            # do backward pass through the model
+            model.bprop(cost_grad)
+
+            #update the model, here we iterate over layers
+            #and then over each parameter in the layer
+            effective_learning_rate = learning_rate / x.shape[0]
+
+            for i in xrange(0, len(model.layers)):
+                params = model.layers[i].get_params()
+                grads = model.layers[i].pgrads(model.activations[i], model.deltas[i + 1])
+                uparams = []
+                for param, grad in zip(params, grads):
+                    param = param - effective_learning_rate * grad
+                    uparams.append(param)
+                model.layers[i].set_params(uparams)
+
+            nll_list.append(cost)
+            acc_list.append(numpy.mean(self.classification_accuracy(y, t)))
+
+        return numpy.mean(nll_list), numpy.mean(acc_list)
+
+    def train(self, model, train_iterator, valid_iterator=None):
+
+        converged = False
+        cost_name = model.cost.get_name()
+        tr_stats, valid_stats = [], []
+
+        # do the initial validation
+        tr_nll, tr_acc = self.validate(model, train_iterator)
+        logger.info('Epoch %i: Training cost (%s) for random model is %.3f. Accuracy is %.2f%%'
+                    % (self.lr_scheduler.epoch, cost_name, tr_nll, tr_acc * 100.))
+        tr_stats.append((tr_nll, tr_acc))
+
+        if valid_iterator is not None:
+            valid_iterator.reset()
+            valid_nll, valid_acc = self.validate(model, valid_iterator)
+            logger.info('Epoch %i: Validation cost (%s) for random model is %.3f. Accuracy is %.2f%%'
+                        % (self.lr_scheduler.epoch, cost_name, valid_nll, valid_acc * 100.))
+            valid_stats.append((valid_nll, valid_acc))
+
+        while not converged:
+            train_iterator.reset()
+
+            tstart = time.clock()
+            tr_nll, tr_acc = self.train_epoch(model=model,
+                                              train_iterator=train_iterator,
+                                              learning_rate=self.lr_scheduler.get_rate())
+            tstop = time.clock()
+            tr_stats.append((tr_nll, tr_acc))
+
+            logger.info('Epoch %i: Training cost (%s) is %.3f. Accuracy is %.2f%%'
+                        % (self.lr_scheduler.epoch + 1, cost_name, tr_nll, tr_acc * 100.))
+
+            vstart = time.clock()
+            if valid_iterator is not None:
+                valid_iterator.reset()
+                valid_nll, valid_acc = self.validate(model, valid_iterator)
+                logger.info('Epoch %i: Validation cost (%s) is %.3f. Accuracy is %.2f%%'
+                            % (self.lr_scheduler.epoch + 1, cost_name, valid_nll, valid_acc * 100.))
+                self.lr_scheduler.get_next_rate(valid_acc)
+                valid_stats.append((valid_nll, valid_acc))
+            else:
+                self.lr_scheduler.get_next_rate(None)
+            vstop = time.clock()
+
+            train_speed = train_iterator.num_examples() / (tstop - tstart)
+            valid_speed = valid_iterator.num_examples() / (vstop - vstart)
+            tot_time = vstop - tstart
+            #pps = presentations per second
+            logger.info("Epoch %i: Took %.0f seconds. Training speed %.0f pps. "
+                        "Validation speed %.0f pps."
+                        % (self.lr_scheduler.epoch, tot_time, train_speed, valid_speed))
+
+            # we stop training when learning rate, as returned by lr scheduler, is 0
+            # this is implementation dependent and depending on lr schedule could happen,
+            # for example, when max_epochs has been reached or if the progress between
+            # two consecutive epochs is too small, etc.
+            converged = (self.lr_scheduler.get_rate() == 0)
+
+        return tr_stats, valid_stats
diff --git a/mlp/schedulers.py b/mlp/schedulers.py
new file mode 100644
index 0000000..f5499e6
--- /dev/null
+++ b/mlp/schedulers.py
@@ -0,0 +1,155 @@
+# Machine Learning Practical (INFR11119),
+# Pawel Swietojanski, University of Edinburgh
+
+import logging
+
+
+class LearningRateScheduler(object):
+    """
+    Define an interface for determining learning rates
+    """
+    def __init__(self, max_epochs=100):
+        self.epoch = 0
+        self.max_epochs = max_epochs
+
+    def get_rate(self):
+        raise NotImplementedError()
+
+    def get_next_rate(self, current_error=None):
+        self.epoch += 1
+
+
+class LearningRateList(LearningRateScheduler):
+    def __init__(self, learning_rates_list, max_epochs):
+
+        super(LearningRateList, self).__init__(max_epochs)
+
+        assert isinstance(learning_rates_list, list), (
+            "The learning_rates_list argument expected"
+            " to be of type list, got %s" % type(learning_rates_list)
+        )
+        self.lr_list = learning_rates_list
+        
+    def get_rate(self):
+        if self.epoch < len(self.lr_list):
+            return self.lr_list[self.epoch]
+        return 0.0
+    
+    def get_next_rate(self, current_error=None):
+        super(LearningRateList, self).get_next_rate(current_error=None)
+        return self.get_rate()
+
+
+class LearningRateFixed(LearningRateList):
+
+    def __init__(self, learning_rate, max_epochs):
+        assert learning_rate > 0, (
+            "learning rate expected to be > 0, got %f" % learning_rate
+        )
+        super(LearningRateFixed, self).__init__([learning_rate], max_epochs)
+
+    def get_rate(self):
+        if self.epoch < self.max_epochs:
+            return self.lr_list[0]
+        return 0.0
+
+    def get_next_rate(self, current_error=None):
+        super(LearningRateFixed, self).get_next_rate(current_error=None)
+        return self.get_rate()
+
+
+class LearningRateNewBob(LearningRateScheduler):
+    """
+    Exponential learning rate schema
+    """
+    
+    def __init__(self, start_rate, scale_by=.5, max_epochs=99, \
+                 min_derror_ramp_start=.5, min_derror_stop=.5, init_error=100.0, \
+                 patience=0, zero_rate=None, ramping=False):
+        """
+        :type start_rate: float
+        :param start_rate: 
+        
+        :type scale_by: float
+        :param scale_by: 
+        
+        :type max_epochs: int
+        :param max_epochs: 
+        
+        :type min_error_start: float
+        :param min_error_start: 
+        
+        :type min_error_stop: float
+        :param min_error_stop: 
+        
+        :type init_error: float
+        :param init_error: 
+                       # deltas2 below are just deltas returned by linear Linear,bprop transform
+        # and are exactly the same as
+        """
+        self.start_rate = start_rate
+        self.init_error = init_error
+        self.init_patience = patience
+        
+        self.rate = start_rate
+        self.scale_by = scale_by
+        self.max_epochs = max_epochs
+        self.min_derror_ramp_start = min_derror_ramp_start
+        self.min_derror_stop = min_derror_stop
+        self.lowest_error = init_error
+        
+        self.epoch = 1
+        self.ramping = ramping
+        self.patience = patience
+        self.zero_rate = zero_rate
+        
+    def reset(self):
+        self.rate = self.start_rate
+        self.lowest_error = self.init_error
+        self.epoch = 1
+        self.ramping = False
+        self.patience = self.init_patience
+    
+    def get_rate(self):
+        if (self.epoch==1 and self.zero_rate!=None):
+            return self.zero_rate
+        return self.rate  
+    
+    def get_next_rate(self, current_error):
+        """
+        :type current_error: float
+        :param current_error: percentage error 
+        
+        """
+        
+        diff_error = 0.0
+        
+        if ( (self.max_epochs > 10000) or (self.epoch >= self.max_epochs) ):
+            #logging.debug('Setting rate to 0.0. max_epochs or epoch>=max_epochs')
+            self.rate = 0.0
+        else:
+            diff_error = self.lowest_error - current_error
+            
+            if (current_error < self.lowest_error):
+                self.lowest_error = current_error
+    
+            if (self.ramping):
+                if (diff_error < self.min_derror_stop):
+                    if (self.patience > 0):
+                        #logging.debug('Patience decreased to %f' % self.patience)
+                        self.patience -= 1
+                        self.rate *= self.scale_by
+                    else:
+                        #logging.debug('diff_error (%f) < min_derror_stop (%f)' % (diff_error, self.min_derror_stop))
+                        self.rate = 0.0
+                else:
+                    self.rate *= self.scale_by
+            else:
+                if (diff_error < self.min_derror_ramp_start):
+                    #logging.debug('Start ramping.')
+                    self.ramping = True
+                    self.rate *= self.scale_by
+            
+            self.epoch += 1
+    
+        return self.rate
diff --git a/res/code_scheme.svg b/res/code_scheme.svg
new file mode 100644
index 0000000..0b0eec8
--- /dev/null
+++ b/res/code_scheme.svg
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