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All Neural Network Solutions on Gang of Coders
Total of 92 Neural Network Solutions
How to log Keras loss output to a file
Python
Logging
Machine Learning
Neural Network
Keras
How useful is Turing completeness? are neural nets turing complete?
Neural Network
Finite Automata
Turing Complete
State Machine
What is num_units in tensorflow BasicLSTMCell?
Tensorflow
Neural Network
Lstm
Recurrent Neural-Network
How does one debug NaN values in TensorFlow?
Python
Machine Learning
Neural Network
Tensorflow
Conv Neural-Network
How to make a custom activation function with only Python in Tensorflow?
Python
Tensorflow
Neural Network
Deep Learning
Activation Function
What is a projection layer in the context of neural networks?
Machine Learning
Nlp
Neural Network
Word2vec
Meaning of an Epoch in Neural Networks Training
Machine Learning
Artificial Intelligence
Neural Network
Pybrain
Python scikit learn MLPClassifier "hidden_layer_sizes"
Python
Python 2.7
Scikit Learn
Neural Network
Octave : logistic regression : difference between fmincg and fminunc
Algorithm
Machine Learning
Neural Network
Octave
Tensorflow: How to replace or modify gradient?
Python
Tensorflow
Neural Network
Why does prediction needs batch size in Keras?
Neural Network
Classification
Keras
Why do we need to explicitly call zero_grad()?
Neural Network
Deep Learning
Pytorch
Gradient Descent
gensim word2vec: Find number of words in vocabulary
Python
Neural Network
Nlp
Gensim
Word2vec
Understanding Neural Network Backpropagation
Computer Science
Machine Learning
Neural Network
Backpropagation
Can neural networks approximate any function given enough hidden neurons?
Machine Learning
Neural Network
What does the standard Keras model output mean? What is epoch and loss in Keras?
Python
Machine Learning
Neural Network
Keras
Data Science
In which cases is the cross-entropy preferred over the mean squared error?
Machine Learning
Neural Network
Backpropagation
Mean Square-Error
Cross Entropy
What is a batch in TensorFlow?
Tensorflow
Machine Learning
Neural Network
Deep Learning
Tensor
Difference between Keras model.save() and model.save_weights()?
Machine Learning
Tensorflow
Neural Network
Keras
Saving best model in keras
Python
Keras
Deep Learning
Neural Network
How to interpret loss and accuracy for a machine learning model
Machine Learning
Neural Network
Mathematical Optimization
Deep Learning
Objective Function
Why do we need to call zero_grad() in PyTorch?
Python
Neural Network
Deep Learning
Pytorch
Gradient Descent
What is the role of the bias in neural networks?
Machine Learning
Neural Network
Artificial Intelligence
Backpropagation
Why use softmax as opposed to standard normalization?
Math
Neural Network
Softmax
How to initialize weights in PyTorch?
Python
Machine Learning
Deep Learning
Neural Network
Pytorch
Ordering of batch normalization and dropout?
Python
Neural Network
Tensorflow
Conv Neural-Network
Why binary_crossentropy and categorical_crossentropy give different performances for the same problem?
Machine Learning
Keras
Neural Network
Deep Learning
Conv Neural-Network
Where do I call the BatchNormalization function in Keras?
Python
Keras
Neural Network
Data Science
Batch Normalization
Why must a nonlinear activation function be used in a backpropagation neural network?
Math
Machine Learning
Neural Network
Deep Learning
Why do we have to normalize the input for an artificial neural network?
Machine Learning
Neural Network
Normalization
What's is the difference between train, validation and test set, in neural networks?
Artificial Intelligence
Neural Network
What is the role of "Flatten" in Keras?
Machine Learning
Tensorflow
Neural Network
Deep Learning
Keras
Many to one and many to many LSTM examples in Keras
Machine Learning
Neural Network
Deep Learning
Keras
Recurrent Neural-Network
What does tf.nn.conv2d do in tensorflow?
Neural Network
Tensorflow
How to train an artificial neural network to play Diablo 2 using visual input?
Machine Learning
Computer Vision
Neural Network
Video Processing
Reinforcement Learning
When should I use genetic algorithms as opposed to neural networks?
Artificial Intelligence
Machine Learning
Neural Network
Genetic Algorithm
Pytorch, what are the gradient arguments
Neural Network
Gradient
Pytorch
Torch
Gradient Descent
Loading a trained Keras model and continue training
Python
Tensorflow
Neural Network
Keras
Resuming Training
What's the difference between sparse_softmax_cross_entropy_with_logits and softmax_cross_entropy_with_logits?
Neural Network
Tensorflow
Softmax
Cross Entropy
Tensorflow Strides Argument
Python
Neural Network
Convolution
Tensorflow
Conv Neural-Network
Why should weights of Neural Networks be initialized to random numbers?
Machine Learning
Neural Network
Artificial Intelligence
Mathematical Optimization
Gradient Descent
Should we do learning rate decay for adam optimizer
Neural Network
Tensorflow
pytorch - connection between loss.backward() and optimizer.step()
Machine Learning
Neural Network
Pytorch
Gradient Descent
What are some good resources for learning about Artificial Neural Networks?
Neural Network
How to concatenate two layers in keras?
Python
Machine Learning
Keras
Neural Network
Hierarchical
multi-layer perceptron (MLP) architecture: criteria for choosing number of hidden layers and size of the hidden layer?
Machine Learning
Neural Network
Deep Learning
Perceptron
Common causes of nans during training of neural networks
Machine Learning
Neural Network
Deep Learning
Caffe
Gradient Descent
NaN loss when training regression network
Python
Keras
Neural Network
Theano
Loss Function
What is the role of TimeDistributed layer in Keras?
Python
Machine Learning
Keras
Neural Network
Deep Learning
How to fix RuntimeError "Expected object of scalar type Float but got scalar type Double for argument"?
Python
Neural Network
Deep Learning
Classification
Pytorch
keras: how to save the training history attribute of the history object
Python
Machine Learning
Neural Network
Deep Learning
Keras
How to choose cross-entropy loss in TensorFlow?
Python
Tensorflow
Neural Network
Logistic Regression
Cross Entropy
How to add regularizations in TensorFlow?
Python
Neural Network
Tensorflow
Deep Learning
Epoch vs Iteration when training neural networks
Machine Learning
Neural Network
Deep Learning
Artificial Intelligence
Terminology
How to implement the ReLU function in Numpy
Python
Numpy
Machine Learning
Neural Network
What's the difference between a bidirectional LSTM and an LSTM?
Machine Learning
Neural Network
Keras
Lstm
Recurrent Neural-Network
Differences between numpy.random.rand vs numpy.random.randn in Python
Python
Numpy
Neural Network
Numpy Random
How to tell Keras stop training based on loss value?
Python
Machine Learning
Neural Network
Conv Neural-Network
Keras
How to update the bias in neural network backpropagation?
Machine Learning
Math
Neural Network
How to assign a value to a TensorFlow variable?
Python
Tensorflow
Neural Network
Deep Learning
Variable Assignment
How does Keras handle multilabel classification?
Python
Neural Network
Keras
Multilabel Classification
Estimating the number of neurons and number of layers of an artificial neural network
Machine Learning
Neural Network
Deep Learning
Artificial Intelligence
Instance Normalisation vs Batch normalisation
Machine Learning
Neural Network
Computer Vision
Conv Neural-Network
Batch Normalization
What are advantages of Artificial Neural Networks over Support Vector Machines?
Machine Learning
Neural Network
Classification
Svm
How to calculate the number of parameters for convolutional neural network?
Neural Network
Deep Learning
Conv Neural-Network
Lasagne
Nolearn
In Keras, what exactly am I configuring when I create a stateful `LSTM` layer with N `units`?
Tensorflow
Neural Network
Keras
Lstm
Tensorflow One Hot Encoder?
Python
Machine Learning
Neural Network
Tensorflow
Keras model.summary() result - Understanding the # of Parameters
Python
Machine Learning
Neural Network
Keras
Theano
What does the parameter retain_graph mean in the Variable's backward() method?
Neural Network
Conv Neural-Network
Backpropagation
Pytorch
Automatic Differentiation
Higher validation accuracy, than training accurracy using Tensorflow and Keras
Tensorflow
Machine Learning
Neural Network
Keras
Classification
What is the meaning of the word logits in TensorFlow?
Tensorflow
Machine Learning
Neural Network
Deep Learning
Cross Entropy
Keras input explanation: input_shape, units, batch_size, dim, etc
Neural Network
Deep Learning
Keras
Keras Layer
Tensor
Neural network always predicts the same class
Python 3.x
Numpy
Neural Network
Deep Learning
Gradient Descent
How to count total number of trainable parameters in a tensorflow model?
Neural Network
Tensorflow
Perceptron learning algorithm not converging to 0
C
Algorithm
Machine Learning
Neural Network
Perceptron
What is the difference between loss function and metric in Keras?
Machine Learning
Neural Network
Deep Learning
Keras
Training a Neural Network with Reinforcement learning
Algorithm
Language Agnostic
Machine Learning
Neural Network
Reinforcement Learning
What's the difference between convolutional and recurrent neural networks?
Neural Network
Difference
Recurrent Neural-Network
How to return history of validation loss in Keras
Python
Neural Network
Nlp
Deep Learning
Keras
TensorFlow - regularization with L2 loss, how to apply to all weights, not just last one?
Machine Learning
Neural Network
Tensorflow
Deep Learning
Regularized
How do I check if keras is using gpu version of tensorflow?
Python
Tensorflow
Neural Network
Keras
OpenCL / AMD: Deep Learning
Sdk
Opencl
Neural Network
Gpgpu
Deep Learning
Open Source Neural Network Library
Machine Learning
Artificial Intelligence
Neural Network
PyTorch: How to change the learning rate of an optimizer at any given moment (no LR schedule)
Python
Optimization
Neural Network
Deep Learning
Pytorch
Keras Text Preprocessing - Saving Tokenizer object to file for scoring
Machine Learning
Neural Network
Nlp
Deep Learning
Keras
Math optimization in C#
C#
Optimization
Neural Network
Performance
2-D convolution as a matrix-matrix multiplication
Neural Network
Deep Learning
Conv Neural-Network
Matrix Multiplication
Convolution
Extremely small or NaN values appear in training neural network
Algorithm
Haskell
Neural Network
Backpropagation
what is the default kernel_initializer in keras
Neural Network
Keras
What is the number of filter in CNN?
Machine Learning
Neural Network
Theano
Convolution
Pytorch: nn.Dropout vs. F.dropout
Python
Deep Learning
Neural Network
Pytorch
Dropout
How are neural networks used when the number of inputs could be variable?
Artificial Intelligence
Machine Learning
Neural Network
Pattern Recognition