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Neural Networks for Machine Learning

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Name Size
Neural Networks for Machine Learning/0101 Why do we need machine learning_.mp4 15 MB
Neural Networks for Machine Learning/0101 Why do we need machine learning_.srt 18 KB
Neural Networks for Machine Learning/0102 What are neural networks_.mp4 9.8 MB
Neural Networks for Machine Learning/0102 What are neural networks_.srt 12 KB
Neural Networks for Machine Learning/0103 Some simple models of neurons.mp4 9.3 MB
Neural Networks for Machine Learning/0103 Some simple models of neurons.srt 11 KB
Neural Networks for Machine Learning/0104 A simple example of learning.mp4 6.6 MB
Neural Networks for Machine Learning/0104 A simple example of learning.srt 7 KB
Neural Networks for Machine Learning/0105 Three types of learning.mp4 9 MB
Neural Networks for Machine Learning/0105 Three types of learning.srt 10 KB
Neural Networks for Machine Learning/0201 Types of neural network architectures.mp4 8.8 MB
Neural Networks for Machine Learning/0201 Types of neural network architectures.srt 10 KB
Neural Networks for Machine Learning/0202 Perceptrons_ The first generation of neural networks.mp4 9.8 MB
Neural Networks for Machine Learning/0202 Perceptrons_ The first generation of neural networks.srt 11 KB
Neural Networks for Machine Learning/0203 A geometrical view of perceptrons.mp4 7.3 MB
Neural Networks for Machine Learning/0203 A geometrical view of perceptrons.srt 8 KB
Neural Networks for Machine Learning/0204 Why the learning works.mp4 5.9 MB
Neural Networks for Machine Learning/0204 Why the learning works.srt 6 KB
Neural Networks for Machine Learning/0205 What perceptrons can_t do.mp4 16.6 MB
Neural Networks for Machine Learning/0205 What perceptrons can_t do.srt 19 KB
Neural Networks for Machine Learning/0301 Learning the weights of a linear neuron.mp4 13.5 MB
Neural Networks for Machine Learning/0301 Learning the weights of a linear neuron.srt 15 KB
Neural Networks for Machine Learning/0302 The error surface for a linear neuron.mp4 5.9 MB
Neural Networks for Machine Learning/0302 The error surface for a linear neuron.srt 6 KB
Neural Networks for Machine Learning/0303 Learning the weights of a logistic output neuron.mp4 4.4 MB
Neural Networks for Machine Learning/0303 Learning the weights of a logistic output neuron.srt 4 KB
Neural Networks for Machine Learning/0304 The backpropagation algorithm.mp4 13.4 MB
Neural Networks for Machine Learning/0304 The backpropagation algorithm.srt 15 KB
Neural Networks for Machine Learning/0305 Using the derivatives computed by backpropagation.mp4 11.2 MB
Neural Networks for Machine Learning/0305 Using the derivatives computed by backpropagation.srt 14 KB
Neural Networks for Machine Learning/0401 Learning to predict the next word.mp4 14.3 MB
Neural Networks for Machine Learning/0401 Learning to predict the next word.srt 16 KB
Neural Networks for Machine Learning/0402 A brief diversion into cognitive science.mp4 5.3 MB
Neural Networks for Machine Learning/0402 A brief diversion into cognitive science.srt 6 KB
Neural Networks for Machine Learning/0403 Another diversion_ The softmax output function.mp4 8 MB
Neural Networks for Machine Learning/0403 Another diversion_ The softmax output function.srt 9 KB
Neural Networks for Machine Learning/0404 Neuro-probabilistic language models.mp4 8.9 MB
Neural Networks for Machine Learning/0404 Neuro-probabilistic language models.srt 11 KB
Neural Networks for Machine Learning/0405 Ways to deal with the large number of possible outputs.mp4 14.3 MB
Neural Networks for Machine Learning/0405 Ways to deal with the large number of possible outputs.srt 18 KB
Neural Networks for Machine Learning/0501 Why object recognition is difficult.mp4 5.4 MB
Neural Networks for Machine Learning/0501 Why object recognition is difficult.srt 6 KB
Neural Networks for Machine Learning/0502 Achieving viewpoint invariance.mp4 6.9 MB
Neural Networks for Machine Learning/0502 Achieving viewpoint invariance.srt 8 KB
Neural Networks for Machine Learning/0503 Convolutional nets for digit recognition.mp4 18.5 MB
Neural Networks for Machine Learning/0503 Convolutional nets for digit recognition.srt 22 KB
Neural Networks for Machine Learning/0504 Convolutional nets for object recognition.mp4 23 MB
Neural Networks for Machine Learning/0504 Convolutional nets for object recognition.srt 26 KB
Neural Networks for Machine Learning/0601 Overview of mini-batch gradient descent.mp4 9.6 MB
Neural Networks for Machine Learning/0601 Overview of mini-batch gradient descent.srt 12 KB
Neural Networks for Machine Learning/0602 A bag of tricks for mini-batch gradient descent.mp4 14.9 MB
Neural Networks for Machine Learning/0602 A bag of tricks for mini-batch gradient descent.srt 19 KB
Neural Networks for Machine Learning/0603 The momentum method.mp4 9.7 MB
Neural Networks for Machine Learning/0603 The momentum method.srt 11 KB
Neural Networks for Machine Learning/0604 Adaptive learning rates for each connection.mp4 6.6 MB
Neural Networks for Machine Learning/0604 Adaptive learning rates for each connection.srt 8 KB
Neural Networks for Machine Learning/0605 Rmsprop_ Divide the gradient by a running average of its recent magnitude.mp4 15.1 MB
Neural Networks for Machine Learning/0605 Rmsprop_ Divide the gradient by a running average of its recent magnitude.srt 16 KB
Neural Networks for Machine Learning/0701 Modeling sequences_ A brief overview.mp4 20.1 MB
Neural Networks for Machine Learning/0701 Modeling sequences_ A brief overview.srt 23 KB
Neural Networks for Machine Learning/0702 Training RNNs with back propagation.mp4 7.3 MB
Neural Networks for Machine Learning/0702 Training RNNs with back propagation.srt 8 KB
Neural Networks for Machine Learning/0703 A toy example of training an RNN.mp4 7.2 MB
Neural Networks for Machine Learning/0703 A toy example of training an RNN.srt 8 KB
Neural Networks for Machine Learning/0704 Why it is difficult to train an RNN.mp4 8.9 MB
Neural Networks for Machine Learning/0704 Why it is difficult to train an RNN.srt 10 KB
Neural Networks for Machine Learning/0705 Long-term Short-term-memory.mp4 10.2 MB
Neural Networks for Machine Learning/0705 Long-term Short-term-memory.srt 12 KB
Neural Networks for Machine Learning/0801 A brief overview of Hessian Free optimization.mp4 16.2 MB
Neural Networks for Machine Learning/0801 A brief overview of Hessian Free optimization.srt 18 KB
Neural Networks for Machine Learning/0802 Modeling character strings with multiplicative connections.mp4 16.6 MB
Neural Networks for Machine Learning/0802 Modeling character strings with multiplicative connections.srt 17 KB
Neural Networks for Machine Learning/0803 Learning to predict the next character using HF.mp4 13.9 MB
Neural Networks for Machine Learning/0803 Learning to predict the next character using HF.srt 16 KB
Neural Networks for Machine Learning/0804 Echo State Networks.mp4 11.3 MB
Neural Networks for Machine Learning/0804 Echo State Networks.srt 12 KB
Neural Networks for Machine Learning/0901 Overview of ways to improve generalization.mp4 13.6 MB
Neural Networks for Machine Learning/0901 Overview of ways to improve generalization.srt 16 KB
Neural Networks for Machine Learning/0902 Limiting the size of the weights.mp4 7.4 MB
Neural Networks for Machine Learning/0902 Limiting the size of the weights.srt 8 KB
Neural Networks for Machine Learning/0903 Using noise as a regularizer.mp4 8.5 MB
Neural Networks for Machine Learning/0903 Using noise as a regularizer.srt 9 KB
Neural Networks for Machine Learning/0904 Introduction to the full Bayesian approach.mp4 12 MB
Neural Networks for Machine Learning/0904 Introduction to the full Bayesian approach.srt 13 KB
Neural Networks for Machine Learning/0905 The Bayesian interpretation of weight decay.mp4 12.3 MB
Neural Networks for Machine Learning/0905 The Bayesian interpretation of weight decay.srt 13 KB
Neural Networks for Machine Learning/0906 MacKay_s quick and dirty method of setting weight costs.mp4 4.4 MB
Neural Networks for Machine Learning/0906 MacKay_s quick and dirty method of setting weight costs.srt 4 KB
Neural Networks for Machine Learning/1001 Why it helps to combine models.mp4 15.1 MB
Neural Networks for Machine Learning/1001 Why it helps to combine models.srt 18 KB
Neural Networks for Machine Learning/1002 Mixtures of Experts.mp4 15 MB
Neural Networks for Machine Learning/1002 Mixtures of Experts.srt 17 KB
Neural Networks for Machine Learning/1003 The idea of full Bayesian learning.mp4 8.4 MB
Neural Networks for Machine Learning/1003 The idea of full Bayesian learning.srt 10 KB
Neural Networks for Machine Learning/1004 Making full Bayesian learning practical.mp4 8.1 MB
Neural Networks for Machine Learning/1004 Making full Bayesian learning practical.srt 8 KB
Neural Networks for Machine Learning/1005 Dropout.mp4 9.7 MB
Neural Networks for Machine Learning/1005 Dropout.srt 12 KB
Neural Networks for Machine Learning/1101 Hopfield Nets.mp4 14.6 MB
Neural Networks for Machine Learning/1101 Hopfield Nets.srt 16 KB
Neural Networks for Machine Learning/1102 Dealing with spurious minima.mp4 12.8 MB
Neural Networks for Machine Learning/1102 Dealing with spurious minima.srt 15 KB
Neural Networks for Machine Learning/1103 Hopfield nets with hidden units.mp4 11.3 MB
Neural Networks for Machine Learning/1103 Hopfield nets with hidden units.srt 12 KB
Neural Networks for Machine Learning/1104 Using stochastic units to improv search.mp4 11.8 MB
Neural Networks for Machine Learning/1104 Using stochastic units to improv search.srt 14 KB
Neural Networks for Machine Learning/1105 How a Boltzmann machine models data.mp4 13.3 MB
Neural Networks for Machine Learning/1105 How a Boltzmann machine models data.srt 16 KB
Neural Networks for Machine Learning/1201 Boltzmann machine learning.mp4 14 MB
Neural Networks for Machine Learning/1201 Boltzmann machine learning.srt 16 KB
Neural Networks for Machine Learning/1202 OPTIONAL VIDEO_ More efficient ways to get the statistics.mp4 16.9 MB
Neural Networks for Machine Learning/1202 OPTIONAL VIDEO_ More efficient ways to get the statistics.srt 18 KB
Neural Networks for Machine Learning/1203 Restricted Boltzmann Machines.mp4 12.7 MB
Neural Networks for Machine Learning/1203 Restricted Boltzmann Machines.srt 14 KB
Neural Networks for Machine Learning/1204 An example of RBM learning.mp4 8.7 MB
Neural Networks for Machine Learning/1204 An example of RBM learning.srt 10 KB
Neural Networks for Machine Learning/1205 RBMs for collaborative filtering.mp4 9.5 MB
Neural Networks for Machine Learning/1205 RBMs for collaborative filtering.srt 11 KB
Neural Networks for Machine Learning/1301 The ups and downs of back propagation.mp4 11.8 MB
Neural Networks for Machine Learning/1301 The ups and downs of back propagation.srt 14 KB
Neural Networks for Machine Learning/1302 Belief Nets.mp4 14.9 MB
Neural Networks for Machine Learning/1302 Belief Nets.srt 17 KB
Neural Networks for Machine Learning/1303 Learning sigmoid belief nets.mp4 14.2 MB
Neural Networks for Machine Learning/1303 Learning sigmoid belief nets.srt 15 KB
Neural Networks for Machine Learning/1304 The wake-sleep algorithm.mp4 15.7 MB
Neural Networks for Machine Learning/1304 The wake-sleep algorithm.srt 17 KB
Neural Networks for Machine Learning/1401 Learning layers of features by stacking RBMs.mp4 20.1 MB
Neural Networks for Machine Learning/1401 Learning layers of features by stacking RBMs.srt 23 KB
Neural Networks for Machine Learning/1402 Discriminative learning for DBNs.mp4 11.3 MB
Neural Networks for Machine Learning/1402 Discriminative learning for DBNs.srt 13 KB
Neural Networks for Machine Learning/1403 What happens during discriminative fine-tuning_.mp4 10.2 MB
Neural Networks for Machine Learning/1403 What happens during discriminative fine-tuning_.srt 11 KB
Neural Networks for Machine Learning/1404 Modeling real-valued data with an RBM.mp4 11.2 MB
Neural Networks for Machine Learning/1404 Modeling real-valued data with an RBM.srt 12 KB
Neural Networks for Machine Learning/1405 OPTIONAL VIDEO_ RBMs are infinite sigmoid belief nets.mp4 19.4 MB
Neural Networks for Machine Learning/1405 OPTIONAL VIDEO_ RBMs are infinite sigmoid belief nets.srt 22 KB
Neural Networks for Machine Learning/1501 From PCA to autoencoders.mp4 9.7 MB
Neural Networks for Machine Learning/1501 From PCA to autoencoders.srt 10 KB
Neural Networks for Machine Learning/1502 Deep auto encoders.mp4 4.9 MB
Neural Networks for Machine Learning/1502 Deep auto encoders.srt 5 KB
Neural Networks for Machine Learning/1503 Deep auto encoders for document retrieval.mp4 10.2 MB
Neural Networks for Machine Learning/1503 Deep auto encoders for document retrieval.srt 11 KB
Neural Networks for Machine Learning/1504 Semantic Hashing.mp4 11 MB
Neural Networks for Machine Learning/1504 Semantic Hashing.srt 11 KB
Neural Networks for Machine Learning/1505 Learning binary codes for image retrieval.mp4 11.5 MB
Neural Networks for Machine Learning/1505 Learning binary codes for image retrieval.srt 13 KB
Neural Networks for Machine Learning/1506 Shallow autoencoders for pre-training.mp4 8.3 MB
Neural Networks for Machine Learning/1506 Shallow autoencoders for pre-training.srt 10 KB
Neural Networks for Machine Learning/1601 OPTIONAL_ Learning a joint model of images and captions.mp4 13.8 MB
Neural Networks for Machine Learning/1601 OPTIONAL_ Learning a joint model of images and captions.srt 10 KB
Neural Networks for Machine Learning/1602 OPTIONAL_ Hierarchical Coordinate Frames.mp4 11.2 MB
Neural Networks for Machine Learning/1602 OPTIONAL_ Hierarchical Coordinate Frames.srt 13 KB
Neural Networks for Machine Learning/1603 OPTIONAL_ Bayesian optimization of hyper-parameters.mp4 15.8 MB
Neural Networks for Machine Learning/1603 OPTIONAL_ Bayesian optimization of hyper-parameters.srt 19 KB
Neural Networks for Machine Learning/1604 OPTIONAL_ The fog of progress.mp4 2.8 MB
Neural Networks for Machine Learning/1604 OPTIONAL_ The fog of progress.srt 3 KB
Neural Networks for Machine Learning/Info/0304 reading_list-Learning representations by back-propagating errors.pdf 3 MB
Neural Networks for Machine Learning/Info/0404 reading_list-Neural probabilisic language models.pdf 137 KB
Neural Networks for Machine Learning/Info/0405 images-Lecture4-turian.png 151 KB
Neural Networks for Machine Learning/Info/0504 reading_list-Convolutional networks for images, speech, and time series.pdf 122 KB
Neural Networks for Machine Learning/Info/0504 reading_list-Gradient-based learning applied to document recognition.pdf 933 KB
Neural Networks for Machine Learning/Info/0705 reading_list-A novel approach to on-line handwriting recognition based on bidirectional long short-term memory networks.pdf 313 KB
Neural Networks for Machine Learning/Info/0803 reading_list-Generating Text with Recurrent Neural Networks.pdf 267 KB
Neural Networks for Machine Learning/Info/0804 Echo state network - Scholarpedia.htm 311 KB
Neural Networks for Machine Learning/Info/0804 Echo state network - Scholarpedia_files/1088796616-postmessagerelay.js 5 KB
Neural Networks for Machine Learning/Info/0804 Echo state network - Scholarpedia_files/400px-FreqGenTestOverlay.png 39 KB
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Neural Networks for Machine Learning/Info/0804 Echo state network - Scholarpedia_files/twitter.png 42 KB
Neural Networks for Machine Learning/Info/1002 reading_list-Adaptive mixtures of local experts.pdf 265 KB
Neural Networks for Machine Learning/Info/1005 reading_list-Improving neural networks by preventing co-adaptation of feature detectors.pdf 1.6 MB
Neural Networks for Machine Learning/Info/1105 Boltzmann machine - Scholarpedia.htm 289 KB
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Neural Networks for Machine Learning/Info/1303 reading_list-Connectionist learning of belief networks.pdf 2.3 MB
Neural Networks for Machine Learning/Info/1304 reading_list-- algorithm for unsupervised neural networks.pdf 255 KB
Neural Networks for Machine Learning/Info/1401 reading_list-A fast learning algorithm for deep belief nets.pdf 769 KB
Neural Networks for Machine Learning/Info/1401 reading_list-Self-taught learning- transfer learning from unlabeled data.pdf 474 KB
Neural Networks for Machine Learning/Info/1401 reading_list-To recognize shapes, first learn to generate images.pdf 502 KB
Neural Networks for Machine Learning/Info/1504 reading_list-Semantic Hashing.pdf 627 KB
Neural Networks for Machine Learning/Info/1505 reading_list-Using Very Deep Autoencoders for Content-Based Image Retrieval.pdf 741 KB
Neural Networks for Machine Learning/Slides/lecture_slides-lec1.pdf 3.9 MB
Neural Networks for Machine Learning/Slides/lecture_slides-lec10.pdf 827 KB
Neural Networks for Machine Learning/Slides/lecture_slides-lec11.pdf 695 KB
Neural Networks for Machine Learning/Slides/lecture_slides-lec12.pdf 1.7 MB
Neural Networks for Machine Learning/Slides/lecture_slides-lec13.pdf 307 KB
Neural Networks for Machine Learning/Slides/lecture_slides-lec14.pdf 1.1 MB
Neural Networks for Machine Learning/Slides/lecture_slides-lec15.pdf 2.5 MB
Neural Networks for Machine Learning/Slides/lecture_slides-lec16.pdf 339 KB
Neural Networks for Machine Learning/Slides/lecture_slides-lec2.pdf 493 KB
Neural Networks for Machine Learning/Slides/lecture_slides-lec3.pdf 535 KB
Neural Networks for Machine Learning/Slides/lecture_slides-lec4.pdf 941 KB
Neural Networks for Machine Learning/Slides/lecture_slides-lec5.pdf 1.6 MB
Neural Networks for Machine Learning/Slides/lecture_slides-lec6.pdf 534 KB
Neural Networks for Machine Learning/Slides/lecture_slides-lec7.pdf 953 KB
Neural Networks for Machine Learning/Slides/lecture_slides-lec8.pdf 643 KB
Neural Networks for Machine Learning/Slides/lecture_slides-lec9.pdf 702 KB
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