There are several deep learning algorithms. You may use them.

Nipuna,

You may want to review the data below:

How are machine learning models used to detect malware?

Recently, deep learning-based models such as convolutional neural networks (CNNs) and deep belief networks (DBNs), as well as traditional machine-learning models have been applied to malware detection [46], [5]. The second focus of this paper is the dynamic method, related to the executables.

Malware-Detection Method with a Convolutional Recurrent ...

www.sciencedirect.com/science/article/pii/S0020025520 …

How is a neural network used to detect malware?

The model consists of a CNN at the front end, which encodes a long opcode sequence to a shorter compressed sequence, and a dynamic recurrent neural network (DRNN) at the back end, which detects malware using the compressed sequence.

Malware-Detection Method with a Convolutional Recurrent ...

www.sciencedirect.com/science/article/pii/S0020025520 …

Which is a malware detection method using opcode sequences?

We formulate a CRNN, which detects malware using N extracted opcode sequences. We provide an interpretation of the proposed model by analyzing the hidden layer activation of the CRNN. This paper presents a novel malware-detection model with a convolutional recurrent neural network using opcode sequences.

Malware-Detection Method with a Convolutional Recurrent ...

www.sciencedirect.com/science/article/pii/S0020025520 …

Which is the most reliable malware detection method?

The highest accuracy and TPR achieved by existing malware-detection methods using opcode sequences were 97 % and 82 %, respectively. Compared with this method, the proposed model delivered a slightly lower accuracy of 96 % but a considerably larger TPR of 95 %. Therefore, the proposed model is capable of more reliable malware detection. 1.

Malware-Detection Method with a Convolutional Recurrent ...

www.sciencedirect.com/science/article/pii/S0020025520 …

Len Leonid Mizrah Thank you so much sir, for the information provided, It gives me an idea on how to plan my Dissertation.