All Questions
Tagged with machine-learning or machine-learning
682 questions
0
votes
0
answers
66
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Unable to replicate Predict/NeuralNetwork example from Help Pages
I am trying to replicate an example right out of the help manual (ref/method/NeuralNetwork). This example compares the convolutional NN versus a fully-connected NN....
- 5,391
21
votes
0
answers
744
views
Implementing Contextual Bandits
The multi-armed bandit problem (MAB) is a classic in Reinforcement learning. Now that Mathematica version 12 finally has support for Reinforcement learning:
Here's a nice "mnist example" for training ...
- 31.8k
0
votes
0
answers
98
views
TextContent does not work on my computer
TextContents does not work, returns
`TextContents::wlnetcorr2: A required WLNet file is corrupted and could not be loaded.
`TextContents::nlpnetmodel: An internal error occurred while loading a ...
- 1,782
6
votes
0
answers
246
views
Can I use Mathematica ML capability to translate an image of a formula?
If I am given a pdf image of a mathematical symbolic formula can I translate it into Mathematica syntax using ML?
I tried using Classify, but I can only translate parts of the equation and I don't ...
- 517
3
votes
0
answers
199
views
Bug in the classification optimization algorithm for large data sets
I believe that I encountered a bug in Mathematica 12.
The Classify[] function throws errors when simultaneously:
The training set has significantly above $10^5$ ...
- 395
0
votes
0
answers
103
views
Predict the form of a function using machine learning
I have a function
F[x_] := x^3/(e^x -1)
I generate many data points i = 1,2,3,4, ...
...
- 1,708
5
votes
0
answers
145
views
Can I extract symbolic expression of neural network loss function?
Once we create a neural network with NetChain in Mathematica, can we extract the loss function in the symbolic form for Mathematica to play with symbolic manipulations using Mathematica's built-in ...
- 1,249
3
votes
1
answer
434
views
How do I create my own activation function in NetChain in Mathematica?
I want to have my own activation function, say a quadratic function, instead of Tanh, or Sigmoid etc. in Mathematica. How do I insert it in NetChain?
e.g., how will the below code look for a new ...
- 91
1
vote
0
answers
202
views
Not able to use ImageIdentify
When I tried to use ImageIdentify (Trial version of Mathematica 12) on an image I clicked on my mobile I got this error message
ImageIdentify::interr: An internal error occurred: An unexpected error ...
- 1,708
7
votes
0
answers
159
views
How to extend ImageCases?
I was very excited to see ImageCases being documented in version 12. But I immediately desired a mechanism for adding more entities to ...
- 31.8k
2
votes
1
answer
292
views
Can I use machine learning to predict a functions behavior?
I want to use this as training data
(1, sin(x)), (2, sin(2x)), (3, sin(3x))
and answer the question what is (20, ?).
I ...
- 1,708
6
votes
1
answer
218
views
Compute neural network loss over sliding windows?
I am trying to use the structural similarity index, which is defined in terms of a computation over sliding windows, as a neural network loss function.
Obviously one can get a sliding mean using a <...
- 1,138
7
votes
1
answer
195
views
6
votes
1
answer
283
views
0
votes
0
answers
128
views
Creating a prediction/distribution based on several years of data
So I have several years of data from a survey. For each year I've used FindDistribution and Predict to see if I can fit the data. Here's one example
Where I used FindDistribution to get
...
- 409
0
votes
2
answers
411
views
How to Sample from a Probability Density Function
I've done a pretty good job working my way through and understanding the various ways to calculate the differences between probability distributions through Kullback Leibler Divergence and was happy ...
- 1,256
1
vote
1
answer
97
views
What is the meaning of "Number of features" returned by ClassifierInformation?
I have set of 13 dimensional vectors split into three classes, and I'm building a classifier using supervised learning.
After running c = Classify[..] on ...
- 413
3
votes
0
answers
295
views
Physics based predictive model using Predict
Summary:
The first order response of a block of metal quenching in a fluid (or a cold block heating in a warm environment) is well known. I am trying to create a physics based predictive model for ...
- 5,391
4
votes
0
answers
383
views
Visualizing and Understanding CNN with Mathematica
The famous 2013 paper from Zeiler and Fergus "Visualizing and Understanding Convolutional Networks" proposes a method to understand the behavior of CNN using one (or more) DeConv networks coupled with ...
- 383
58
votes
5
answers
8k
views
Mathematica command that allows it to read my intentions
In version 2.0 of Mathematica there was a command, ReadProgrammerIntentions[ ] which allowed it rapidly compose code that could solve problems simple to complex, ...
4
votes
1
answer
187
views
Pulling the principal components out of a DimensionReducerFunction?
Suppose I perform dimension reduction using PCA:
...
- 1,138
0
votes
0
answers
42
views
Can I use inbuilt machine learning to guess the n-th term of the inverse series?
Consider this concrete example.
InverseSeries[ Series[ PolyLog[s, z], {z, 0, 10}]]
From this output is there a way of writing down a formula for the n-th term? ...
- 1,708
3
votes
2
answers
349
views
How to make Hinton diagrams
I just start studying machine learning with Mathematica and, I want to know how make Hinton diagrams. Can someone give an idea, please?
- 637
1
vote
1
answer
384
views
One-hot encode from Integer Encoding
I have several data sets that I am working with in Mathematica. There are several columns of data but I am going through it one column at a time. Now I have some columns where respondents were able to ...
- 409
10
votes
0
answers
786
views
How to train a bounding box detection model?
Apparently, this still isn't possible in v12?
I'd like to add a new class to one of the standard object detection architectures. Consider the YOLO v2 detector from the Neural Net Repo.
...
- 31.8k
1
vote
0
answers
149
views
Cluster analysis with constraints on number of clusters and their abundance
How to perform cluster analysis in a set:
With the number of clusters bounded but not specified, e.g. $k\in[3,5]$
With a bounded abundance of clusters (the number of elements in each of the clusters),...
- 395
2
votes
1
answer
133
views
Oversampling of data set for class balancing
We have a set of $n$ three-dimensional vectors:
{{x_1, y_1, z_1}, {x_2, y_2, z_2}, {x_3, y_3, z_3}, ..., {x_n, y_n, z_n}}
They represent the results of $n$ ...
- 395
1
vote
2
answers
66
views
Extracting numerical value from sentiment classifier
I have this code, and want to extract out just the number. I tried QuantityMagnitude and a transformation rule.
...
- 127
6
votes
1
answer
340
views
Named entity recognition
How can one process natural language (English) to extract named entities (aka NER)? Or at least, entities which can be mapped to a Mathematica Entity. Note that trying to map entities via simple ...
0
votes
1
answer
487
views
NetGraph/Model for BERT?
Does anyone know of a way to get the BERT model working for word embeddings in Mathematica? Doesn’t seem to be available on GitHub or the Wolfram Net Repo...
- 31.8k
1
vote
1
answer
113
views
Error NetTrain::invencin: Invalid input when training a neural network [closed]
I've build a Deep neural network with various variables:
...
- 899
9
votes
1
answer
999
views
How do I implement masked Softmax?
Consider:
input = {1, 2, 3};
mask = {1, 0, 1}
Classic Softmax:
SoftmaxLayer[]@input
{0.0900306, 0.244728, 0.665241}
...
- 9,621
4
votes
0
answers
99
views
How to implement external memory for the "memory augmented neural network"?
I am trying to implement the memory-augmented neural network using MMA 11.3.
The memory-augmented neural network in based on the paper here. There are implementations using ...
- 835
1
vote
0
answers
108
views
ImageRestyle yielding low-level errors even in example cases
the title covers it. I'm on v11.3.0.0 on a MacBook Pro running Mojave 10.14.2, and trying to run ImageRestyle seems to immediately throw a bunch of errors that aren't related to the input in an ...
- 1,092
1
vote
1
answer
257
views
How to get function of "GaussianProcess" prediction?
I am a new user of Wolfram Mathematica. I need your help.
Let's say I have three variables: x, y, z. I want to calculate the "z" depending on x, and y. In other words, I want to find a function for z ...
1
vote
0
answers
76
views
Loading machine learning library without enabling my discrete Nvidia GPU? [closed]
I've asked a similar question
[here].
I cannot use some of the machine learning modules without enabling my discrete Nvidia GPU.
My setup:
Ubuntu 16.04 on a Dell XPS-15 9560 Intel i7 CPU with 8-...
- 227
3
votes
0
answers
208
views
The hyper-parameters tuning
I am looking for an automatic tool to hyperparameter tuning. Something similar to Random Search Cross Validation in Scikit-Learn.
Note: I used ValidationSet options,...
- 2,019
1
vote
0
answers
116
views
"Learning" to parameterize Hermitian matrices with a basis using neural networks
I'm interested in using neural networks to "learn" how to write down Hermitian matrices, specifically those which are defined over spaces with a specific tensor product structure. The simplest example ...
- 667
8
votes
0
answers
156
views
Slow down training many neural networks (Bug?)
I am working on something in which I need to train a neural network many times with slightly different training data. I noticed that after many training runs the input rate had dropped significantly.
...
- 363
2
votes
0
answers
90
views
Confusing errors using predict to map between matrices
I'm messing around with the new features involving machine learning in Mathematica 11, and one easy thing to try is to make a machine learn the matrix exponential function. The first silly idea I had ...
- 667
0
votes
1
answer
80
views
Which built-in DistanceFunction options does Mathematica offer? [closed]
The documentation is not specific at all about which built-in distance functions are implemented in Mathematica:
https://reference.wolfram.com/language/ref/DistanceFunction.html
For instance, I ...
- 12.1k
3
votes
2
answers
1k
views
3
votes
3
answers
266
views
How can I test my machine learning model on a machine with no Mathematica?
I need to test my machine learning models that I’ve built using Predict on 100,000 observations. The problem is that the machine where the testing is done doesn’t ...
- 899
1
vote
1
answer
166
views
Neural network not training due to function not loading
I'm trying to train a neural network on Mathematica 11.3,
but NetTrain won't work and gives the follwoing error:
...
- 227
1
vote
0
answers
135
views
K-medians clustering computation
Is there a built-in function for data clustering using k-medians algorithm? I found out about the ClusterDissimilarityFunction of the ...
- 113
0
votes
0
answers
48
views
interface problem for image recognition
I made the following code that should recognize the image imported from the pc. If I do it for the first time it's fine, but if I load a second image it leaves me the name of the previous one. You ...
- 69
1
vote
0
answers
195
views
Speed up Classify using GPU
I am interested in classify binary data using a Random Forest method. My data is numeric tensor and label of each class represented by 1.0 or 0.0.
The size of the training data is ~16 million examples,...
- 2,019
0
votes
0
answers
103
views
Creating a GUI for a classifier
I developed the following code which is suitable for cloud deployment. However, in order to avoid the problems of the cloud, I would like to create an user interface that runs in a Mathematica ...
- 69
2
votes
1
answer
112
views
Issue deploying a FormPage using Classify
I developed this code that allows me to recognize what breed is the dog in the inserted image (for the time being developed only for five breeds of dogs), however, when I go to insert the image in ...
- 69
3
votes
1
answer
258
views
Identify emotions from a drawn face using machine learning?
Can someone tell me how you could modify this code so that it recognizes more facial expressions? ... thanks for the help.
...
- 69