Deep learning toolkits and libraries for c# programming language?

More Hunar A. Ahmed's questions See All

Doing trasnfer learning for 1 channel images?

I am working lung CT images and I did a classification for these images using build from scratch model and the results are very good, now for a comparison purpose I want to do a transfer learning...

04 May 2019 314 1 View

What is a CT scan slice thickness? and its importancy in medical image processing?

I am working on a project to classify lung CT images using CNN, and as I understand, the pixel spacing is distance between the center of each pixel, specified by a numeric pair - adjacent row...

03 April 2019 8,195 1 View

Best reliable online english editing services?

To review the English of my master thesis, I need an online reliable English proofreading and editing tool, what do you recommend for me?

03 April 2019 7,233 8 View

False positive or false negative is more dangerous in medical image classification??

In lung cancer classification in CT scan images, is false positive or false negative is more important to care about? in most paper they try to reduce false positives, but in some articles they...

11 December 2018 9,701 6 View

New deep learning techniques for medical image classification?

Now I am working on a project to classify Lung CT images using CNN and I am looking for new deep learning techniques for same purpose to make a comparison with CNN, what do you suggest?

09 October 2018 8,284 0 View

What is the best way to measure accuracy over epochs?

If a deep learning model has more than one epoch while training and the accuracy is increasing and decreasing over epochs, what is the best way to calculate the accuracy? is it possible to choose...

09 October 2018 5,111 7 View

Free lung CT scan dataset for cancer/non-cancer classification?

I am working on a project to classify lung CT images (cancer/non-cancer) using CNN model, for that I need free dataset with annotation file. I know there is LIDC-IDRI and Luna16 dataset both are...

08 September 2018 6,501 6 View

Data augmentation techniques for medical image?

what is the best offline augmentation techniques for lung CT scan images to enlarge your dataset?

08 September 2018 1,328 8 View

Lung CT image classification using CNN?

Hello dear researchers: I am working on project to classify lung ct image using CNN and LIDC dataset, i have three questions: 1- each scan in the dataset contains a large number of slices(images)...

05 June 2018 5,668 6 View

Medical image preprocessing steps(techniques)?

Iam working on cancer detection and classification in lung ct images using convolutional neural network(CNN), my question is what steps(preprocessing steps) do i need before classification step?...

04 May 2018 976 4 View

Feedback defines the constitution of an organism?

“Here is a thought experiment. Let's place Rodolpho Llinas's jarred-brain on top of a body (Fig. 1). I bet Llinas would argue that his jarred-brain retains its own consciousness, and the android...

11 August 2024 2,483 1 View

Self-Organizing Superorganisms—as envisaged by Nenad Sestan (2018)?

The rate of glucose consumption by the neocortex is reduced by over 80% during anesthesia (Sibson et al. 1998), which disables the synapses (Richards 2002) that are inundated by glial tissue (Engl...

08 August 2024 3,118 0 View

Measuring the Intelligence of a Species?

Larger brains, which typically contain more neurons, store and transfer more information (Tehovnik and Chen 2015), but the precise relationship between number of neurons and information has yet to...

05 August 2024 1,238 2 View

How can i do multivariate Time Series forecast using MLP, ANFIS and LSTM?

I need the python code to forecast what crop production will be in the next decade considering climate and crop production variables as seen in the attached.csv file.

05 August 2024 2,977 3 View

The Curse of Evolution and Complexity?

Brain and body mass together are positively correlated with lifespan (Hofman 1993). The duration of neural development is one of the best predictors of brain size, and conception is the best...

05 August 2024 6,247 3 View

Need help with my research project on open source SIEM and machine learning?

Hello everyone, I am currently working on a research project that aims to integrate machine learning techniques into an open source SIEM tool to automate the creation of security use cases from...

04 August 2024 3,196 2 View

Swimming/space travel depends on the proprioceptive muscle spindles?

When the entire neocortex is ablated in rodents, although they are still able to swim, all the limbs move continuously and asynchronously (Vanderwolf 2006; Vanderwolf et al. 1978). Normal animals...

03 August 2024 835 3 View

What are the limitations and challenges of using machine learning for predicting concrete compressive strength in practical applications?

Machine learning (ML) has shown great potential in predicting the compressive strength of concrete, an important property for structural engineering. However, its practical application comes with...

03 August 2024 2,546 2 View

Some new emerging problems on application of RL for scheduling in IoT networks?

I have seen plenty of existing works on applied Reinforcement Learning (RL) policies for optimized scheduling in IoT networks including Q-learning, DQNs, and the newer ones including PPO for...

01 August 2024 8,754 2 View

How to Compress Information Neurally?

Samuel Morse, the inventor of the Morse Code, understood that certain letters in the English language occurred more frequently than others (Gallistel and King 2010). To deal with this, Morse used...

01 August 2024 4,456 2 View

Ayoub Benayache

it contain simple example to start with it

https://github.com/primaryobjects/deep-learning

Hunar A. Ahmed

mr.Ayoub Benayache, to start with what?

Andres Felipe Cruz salinas

Microsoft's CNTK allows you to run trained models on C# and another programming languages (https://docs.microsoft.com/en-us/cognitive-toolkit/CNTK-usage-overview).

Full train on C#:

It seems like the contributors on github are working on it, check these threads:

https://github.com/Microsoft/CNTK/issues/1967

https://github.com/Microsoft/CNTK/issues/960

There seem to be an early effort, haven't tried though: https://github.com/Lokad/cntksharp

As microsoft has a very important support to C# due to its .NET framework, I would expect to have C# bindings on CNTK soon.

There's also .NET bindings for Google's tensorflow: https://github.com/migueldeicaza/TensorFlowSharp

Mehdi Golzadeh

You can also use Accord.net library which is very powerful tool

http://accord-framework.net/

https://github.com/accord-net/framework/

Saad Dahmani

I think Accord.net lib is useful. You can use NuGet console in visual studio to download and install packages directly.

http://accord-framework.net/intro.html

Best regards.